2025-07-02 19:19:59.536781
2025-07-02 19:20:03,741 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-07-02 19:20:11,982 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-07-02 19:20:25,162 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-07-02 19:20:30,732 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 95 updated, 5 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-07-02 19:21:00,950 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-07-02)
✓ 21 updated, 1 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,218,955
Successful downloads: 215
Failed downloads: 6
Date range: 1927-12-30 to 2025-07-01

Summary by Asset Type:
--------------------------------------------------
Crypto: 100 instruments, 2014-09-17 to 2025-07-01
Futures: 29 instruments, 1997-10-29 to 2025-07-01
Stock: 62 instruments, 1962-01-02 to 2025-07-01
Currency: 8 instruments, 1971-01-04 to 2025-07-01
Indices: 22 instruments, 1927-12-30 to 2025-07-01

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $105698.28
  ETH-USD: $2405.79
  SOL-USD: $146.93
Futures:
  ES=F: $6248.75
  GC=F: $3336.70
  CL=F: $65.45
Stock:
  AAPL: $207.82
  MSFT: $492.05
  TSLA: $300.71
Currency:
  EURUSD=X: 1.1787
  USDJPY=X: 143.8000
  DX-Y.NYB: 96.8200
Indices:
  ^GSPC: $6198.01
  ^DJI: $44494.94
  ^IXIC: $20202.89
================================================================================

Master data loaded successfully with 1,218,955 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
BTC PERIOD-TO-DATE RETURNS
===========================
Daily Return:     -1.34%
Week to Date:     -1.34%
Bi-week to Date:  0.11%
Month to Date:    No data
Quarter to Date:  No data
Year to Date:     11.95%
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,218,955 rows and 221 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 100 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 100 crypto instruments...
  Progress: 25/100 crypto instruments processed
  Progress: 50/100 crypto instruments processed
  Progress: 75/100 crypto instruments processed
  Progress: 100/100 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 216/221 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.988605 750 d       134.6%   $4.43           🟢 UNDER        -12.8%
2    PAXG-USD        0.952078 750 d        35.5%   $3.3K           🟡 FAIR           2.4%
3    TRX-USD         0.949435 1000d        88.3%   $0.278851       🟡 FAIR           1.0%
4    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
5    BTC-USD         0.935955 1000d       103.3%   $105.7K         🟢 UNDER        -12.7%
6    WBT-USD         0.933569 750 d       204.7%   $43.93          🔴 OVER          21.1%
7    SYRUP-USD       0.929696 90  d    253410.1%   $0.504008       🟢 UNDER        -27.0%
8    WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
9    POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
10   CRO-USD         0.907080 30  d       -96.8%   $0.079908       🟡 FAIR           1.4%
11   GT-USD          0.905834 60  d       -92.5%   $15.40          🟡 FAIR          -0.0%
12   SAROS-USD       0.895188 365 d     43403.4%   $0.219058       🟡 FAIR          -4.7%
13   BGB-USD         0.890005 1000d       247.5%   $4.46           🟡 FAIR          -7.5%
14   LEO-USD         0.889095 750 d        74.1%   $8.92           🟢 UNDER        -13.7%
15   BCH-USD         0.880714 30  d      2323.9%   $500.69         🟡 FAIR          -2.0%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9886)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.56,+3% - $5.65,+28%)
   +30d (1m): $5.45,+23.0% ($4.90,+11% - $6.06,+37%)
   +60d (2m): $5.84,+31.9% ($5.25,+19% - $6.50,+47%)
   +90d (3m): $6.27,+41.5% ($5.63,+27% - $6.98,+57%)
   +180d (6m): $7.74,+74.6% ($6.95,+57% - $8.61,+94%)
   +365d (1y): $11.92,+169.0% ($10.70,+142% - $13.27,+200%)
   +EOY (182d): $7.77,+75.4% ($6.98,+58% - $8.65,+95%)
   End-of-year outlook: 📈 Bullish Trend (+75.4%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 182 days | EOY Target: $7.77 (+75.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.03%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       49      100.0%     29.71%     27.37%     11.33%       24.12%       30.63%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       37      100.0%    141.91%    139.12%     22.53%      131.61%      146.64%     99.27%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.80%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9521)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-10% - $3.5K,+6%)
   +30d (1m): $3.4K,+0.1% ($3.1K,-8% - $3.6K,+8%)
   +60d (2m): $3.4K,+2.6% ($3.2K,-5% - $3.7K,+11%)
   +90d (3m): $3.5K,+5.2% ($3.3K,-3% - $3.8K,+14%)
   +180d (6m): $3.8K,+13.4% ($3.5K,+5% - $4.1K,+23%)
   +365d (1y): $4.4K,+32.3% ($4.1K,+22% - $4.8K,+43%)
   +EOY (182d): $3.8K,+13.6% ($3.5K,+5% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.6%)
   Confidence: 95.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 35 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $3.8K (+13.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.80%
Rounded target for matching: 1%
Similar historical periods found: 198
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      198       61.1%      0.62%      0.48%      2.25%        0.17%        0.80%     -6.42%      9.54%
 14 days      198       56.1%      0.54%      0.83%      3.18%        0.39%        1.28%     -6.40%     12.23%
 30 days      198       57.1%      1.03%      1.38%      4.29%        0.78%        1.98%     -8.68%     13.10%
 90 days      192       72.9%      5.24%      4.91%      7.53%        3.84%        5.98%    -13.06%     21.47%
180 days      180       72.2%      5.14%      7.19%      9.99%        5.72%        8.66%    -16.17%     26.24%
365 days      171       74.9%      8.97%     12.25%     14.73%       10.03%       14.47%     -9.06%     43.51%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.96%
Rounded target for matching: 5%
Similar historical periods found: 101
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      101       70.3%      0.41%      0.77%      1.94%        0.39%        1.15%     -3.65%      9.54%
 14 days      101       60.4%      0.65%      0.90%      2.91%        0.33%        1.48%     -4.89%     12.20%
 30 days      101       60.4%      0.87%      1.28%      4.00%        0.49%        2.07%     -6.61%     13.29%
 90 days      101       67.3%      3.69%      4.04%      6.91%        2.67%        5.40%    -11.39%     16.98%
180 days      101       66.3%      9.88%      8.55%     13.01%        5.99%       11.12%    -16.29%     29.39%
365 days       84       73.8%     10.94%     11.35%     14.08%        8.30%       14.41%     -8.50%     42.06%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9494)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.278851 ($0.220109,-21% - $0.346601,+24%)
   +30d (1m): $0.290948,+4.3% ($0.231846,-17% - $0.365115,+31%)
   +60d (2m): $0.306475,+9.9% ($0.244209,-12% - $0.384618,+38%)
   +90d (3m): $0.322832,+15.8% ($0.257230,-8% - $0.405164,+45%)
   +180d (6m): $0.377329,+35.3% ($0.300606,+8% - $0.473632,+70%)
   +365d (1y): $0.519959,+86.5% ($0.414076,+48% - $0.652919,+134%)
   +EOY (182d): $0.378639,+35.8% ($0.301649,+8% - $0.475279,+70%)
   End-of-year outlook: 📈 Bullish Trend (+35.8%)
   Confidence: 94.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 32 periods in chart (90d ROC≈19%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.378639 (+35.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.84%
Rounded target for matching: 3%
Similar historical periods found: 72
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       72       65.3%      1.59%      2.06%     10.35%       -0.37%        4.49%    -27.48%     64.61%
 14 days       72       68.1%      3.43%      6.99%     21.33%        1.97%       12.00%    -19.39%    128.77%
 30 days       72       73.6%     10.34%     14.03%     33.63%        6.12%       21.93%    -49.90%    193.84%
 90 days       68       79.4%     14.13%     22.31%     49.53%       10.32%       34.30%    -56.74%    368.82%
180 days       67       80.6%     33.77%     35.32%     49.10%       23.35%       47.30%    -61.54%    307.13%
365 days       62       83.9%     80.83%     86.55%     96.59%       62.02%      111.08%    -49.96%    431.69%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 19.25%
Rounded target for matching: 19%
Similar historical periods found: 42
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       42       73.8%      1.62%      1.03%      4.78%       -0.46%        2.51%    -11.11%      9.70%
 14 days       42       73.8%      4.23%      3.39%      8.74%        0.67%        6.12%    -21.10%     33.23%
 30 days       42       73.8%      6.34%      7.24%     14.03%        2.87%       11.61%    -29.62%     29.59%
 90 days       41       90.2%     15.65%     26.70%     52.25%       10.21%       43.19%    -54.93%    307.58%
180 days       39       87.2%     31.50%     49.77%     94.62%       19.10%       80.45%    -58.40%    443.95%
365 days       32       90.6%    101.11%    115.76%     98.33%       80.31%      151.21%    -52.40%    333.58%


========================================================================================================================

Chart 4: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (182d): $0.000037,-71.5% ($0.000026,-80% - $0.000054,-59%)
   End-of-year outlook: 📉 Bearish Trend (-71.5%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000037 (-71.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 5: BTC-USD (R² = 0.9360)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $105.7K ($90.8K,-14% - $161.7K,+53%)
   +30d (1m): $128.4K,+21.5% ($96.2K,-9% - $171.4K,+62%)
   +60d (2m): $136.1K,+28.8% ($102.0K,-4% - $181.7K,+72%)
   +90d (3m): $144.3K,+36.5% ($108.1K,+2% - $192.6K,+82%)
   +180d (6m): $171.9K,+62.6% ($128.7K,+22% - $229.5K,+117%)
   +365d (1y): $246.3K,+133.0% ($184.4K,+74% - $329.0K,+211%)
   +EOY (182d): $172.6K,+63.3% ($129.2K,+22% - $230.4K,+118%)
   End-of-year outlook: 📈 Bullish Trend (+63.3%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 182 days | EOY Target: $172.6K (+63.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       51.5%      0.04%      0.68%      8.08%       -0.95%        2.31%    -25.29%     25.77%
 14 days       97       52.6%      0.61%      2.15%     13.93%       -0.65%        4.96%    -40.29%     42.87%
 30 days       97       55.7%      5.54%      5.70%     21.66%        1.34%       10.07%    -49.76%     72.54%
 90 days       93       60.2%      9.49%     24.19%     52.15%       13.45%       34.93%    -53.70%    254.24%
180 days       88       71.6%     39.50%     49.89%     81.00%       32.73%       67.06%    -54.80%    350.23%
365 days       81       88.9%    122.06%    165.10%    269.80%      105.44%      224.76%    -73.43%   1623.65%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 28.14%
Rounded target for matching: 28%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       66.7%      2.42%      3.05%      4.92%        1.21%        4.88%     -4.05%     16.54%
 14 days       30       76.7%      3.27%      5.15%      8.74%        1.89%        8.42%     -9.43%     25.11%
 30 days       30       60.0%      3.89%      6.55%     13.61%        1.47%       11.63%    -24.28%     34.89%
 90 days       30       76.7%     25.85%     29.62%     32.47%       17.49%       41.74%    -14.66%    142.98%
180 days       30       96.7%     79.14%    121.03%     95.31%       85.44%      156.62%    -16.89%    284.55%
365 days       30       96.7%    353.61%    698.69%    704.12%      435.77%      961.62%    -57.93%   2175.69%


========================================================================================================================

Chart 6: WBT-USD (R² = 0.9336)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $43.93 ($25.65,-42% - $51.34,+17%)
   +30d (1m): $39.77,-9.5% ($28.10,-36% - $56.27,+28%)
   +60d (2m): $43.58,-0.8% ($30.80,-30% - $61.68,+40%)
   +90d (3m): $47.76,+8.7% ($33.74,-23% - $67.60,+54%)
   +180d (6m): $62.87,+43.1% ($44.39,+1% - $89.02,+103%)
   +365d (1y): $110.59,+151.7% ($78.00,+78% - $156.78,+257%)
   +EOY (182d): $63.25,+44.0% ($44.67,+2% - $89.57,+104%)
   End-of-year outlook: 📈 Bullish Trend (+44.0%)
   Confidence: 93.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈59%)
   📅 Days until EOY 2025: 182 days | EOY Target: $63.25 (+44.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WBT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 58.99%
Rounded target for matching: 59%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       77.8%      2.38%      4.66%      6.66%       -0.46%        9.77%     -2.48%     16.66%
 14 days        9       55.6%      0.33%      4.76%      9.65%       -2.66%       12.18%     -3.73%     22.92%
 30 days        9       55.6%      0.08%      7.91%     17.18%       -5.30%       21.11%     -4.23%     42.60%
 90 days        9       77.8%      2.18%     17.37%     30.56%       -6.11%       40.86%     -1.58%     75.49%
180 days        7      100.0%     81.60%     81.90%      2.59%       79.51%       84.30%     77.41%     85.33%
365 days        5      100.0%    188.87%    187.75%      2.69%      184.41%      191.09%    183.33%    190.99%


========================================================================================================================

Chart 7: SYRUP-USD (R² = 0.9297)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.504008 ($0.505723,+0% - $0.942862,+87%)
   +30d (1m): $1.32,+160.9% ($0.954854,+89% - $1.81,+259%)
   +60d (2m): $2.50,+396.9% ($1.80,+256% - $3.49,+593%)
   +90d (3m): $4.77,+846.4% ($3.37,+568% - $6.76,+1241%)
   +180d (6m): $32.95,+6437.7% ($21.79,+4223% - $49.83,+9787%)
   +365d (1y): $1.8K,+347226.9% ($968.35,+192030% - $3.2K,+627789%)
   +EOY (182d): $34.40,+6724.6% ($22.71,+4405% - $52.11,+10238%)
   End-of-year outlook: 📈 Bullish Trend (+6724.6%)
   Confidence: 93.0% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $34.40 (+6724.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 8: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (182d): $0.000006,-93.5% ($0.000001,-98% - $0.000022,-75%)
   End-of-year outlook: 📉 Bearish Trend (-93.5%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000006 (-93.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (182d): $0.004661,-43.4% ($0.003628,-56% - $0.005987,-27%)
   End-of-year outlook: 📉 Bearish Trend (-43.4%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.004661 (-43.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 10: CRO-USD (R² = 0.9071)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.079908 ($0.074494,-7% - $0.083418,+4%)
   +30d (1m): $0.059474,-25.6% ($0.055247,-31% - $0.064026,-20%)
   +60d (2m): $0.044871,-43.8% ($0.040612,-49% - $0.049578,-38%)
   +90d (3m): $0.033854,-57.6% ($0.029746,-63% - $0.038529,-52%)
   +180d (6m): $0.014539,-81.8% ($0.011606,-85% - $0.018212,-77%)
   +365d (1y): $0.002558,-96.8% ($0.001664,-98% - $0.003933,-95%)
   +EOY (182d): $0.014268,-82.1% ($0.011365,-86% - $0.017912,-78%)
   End-of-year outlook: 📉 Bearish Trend (-82.1%)
   Confidence: 90.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $0.014268 (-82.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -24.50%
Rounded target for matching: -24%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       51.9%      0.38%     -0.40%     12.08%       -5.18%        4.38%    -37.45%     22.08%
 14 days       27       40.7%     -3.39%     -2.02%     15.69%       -8.23%        4.18%    -46.08%     24.92%
 30 days       27       40.7%     -1.41%     10.26%     77.34%      -20.33%       40.85%    -45.84%    397.25%
 90 days       27       18.5%    -12.22%     13.17%     97.15%      -25.26%       51.60%    -69.72%    432.98%
180 days       26       50.0%     12.40%     28.06%     98.15%      -11.59%       67.70%    -74.20%    291.57%
365 days       22       36.4%     -6.82%    112.94%    259.96%       -2.32%      228.20%    -86.62%    902.22%


========================================================================================================================
CRO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.11%
Rounded target for matching: -17%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       32.4%     -1.51%     -2.04%      9.38%       -5.31%        1.23%    -34.17%     16.78%
 14 days       34       47.1%     -2.59%     -2.20%     18.12%       -8.52%        4.13%    -46.08%     67.47%
 30 days       34       41.2%     -1.28%      9.39%     52.89%       -9.07%       27.84%    -45.84%    170.27%
 90 days       32       40.6%     -9.97%     17.29%     60.32%       -4.46%       39.04%    -74.59%    168.48%
180 days       32       71.9%     47.33%     65.19%    153.58%        9.82%      120.57%    -75.81%    655.45%
365 days       27       77.8%     55.88%     55.89%    105.83%       14.03%       97.76%    -84.98%    504.65%


========================================================================================================================

Chart 11: GT-USD (R² = 0.9058)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $15.40 ($14.19,-8% - $16.71,+9%)
   +30d (1m): $12.45,-19.1% ($11.41,-26% - $13.59,-12%)
   +60d (2m): $10.07,-34.6% ($9.15,-41% - $11.08,-28%)
   +90d (3m): $8.14,-47.1% ($7.32,-52% - $9.06,-41%)
   +180d (6m): $4.31,-72.0% ($3.72,-76% - $4.99,-68%)
   +365d (1y): $1.16,-92.5% ($0.908371,-94% - $1.49,-90%)
   +EOY (182d): $4.24,-72.4% ($3.66,-76% - $4.92,-68%)
   End-of-year outlook: 📉 Bearish Trend (-72.4%)
   Confidence: 90.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $4.24 (-72.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.13%
Rounded target for matching: -20%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       57.9%      0.37%      1.07%      4.50%       -1.11%        3.24%     -6.27%     13.17%
 14 days       19       78.9%      6.69%      6.10%      7.61%        2.43%        9.77%     -8.89%     24.58%
 30 days       19       78.9%      4.89%      7.95%     15.69%        0.39%       15.51%    -10.98%     51.53%
 90 days       19       47.4%     -1.02%     26.69%     37.79%        8.48%       44.91%    -10.42%    114.67%
180 days       19       84.2%     19.37%    451.24%    696.79%      115.40%      787.08%    -20.44%   1825.47%
365 days       19       84.2%    111.40%    528.37%    707.65%      187.29%      869.45%    -39.08%   1758.91%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -30.83%
Rounded target for matching: -31%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       75.0%      1.30%      3.02%      6.50%       -2.41%        8.45%     -6.83%     16.40%
 14 days        8       75.0%      8.07%     10.82%     14.37%       -1.20%       22.83%     -6.42%     43.44%
 30 days        8       75.0%     15.25%     13.91%     12.57%        3.40%       24.42%     -9.23%     32.95%
 90 days        8       87.5%     13.99%     19.76%     24.83%       -1.00%       40.52%     -6.17%     81.18%
180 days        8       37.5%     -5.65%     15.80%     35.73%      -14.07%       45.67%    -18.90%     91.06%
365 days        8       75.0%     28.04%    809.10%   1031.92%      -53.61%     1671.81%     -9.39%   2333.15%


========================================================================================================================

Chart 12: SAROS-USD (R² = 0.8952)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.219058 ($0.070189,-68% - $0.753182,+244%)
   +30d (1m): $0.378835,+72.9% ($0.115450,-47% - $1.24,+467%)
   +60d (2m): $0.624188,+184.9% ($0.189847,-13% - $2.05,+837%)
   +90d (3m): $1.03,+369.5% ($0.312106,+42% - $3.39,+1447%)
   +180d (6m): $4.60,+2000.0% ($1.38,+532% - $15.28,+6877%)
   +365d (1y): $100.03,+45561.5% ($29.40,+13320% - $340.33,+155259%)
   +EOY (182d): $4.76,+2071.1% ($1.43,+553% - $15.80,+7114%)
   End-of-year outlook: 📈 Bullish Trend (+2071.1%)
   Confidence: 89.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $4.76 (+2071.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: BGB-USD (R² = 0.8900)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.46 ($2.44,-45% - $9.53,+114%)
   +30d (1m): $5.35,+19.8% ($2.71,-39% - $10.56,+137%)
   +60d (2m): $5.92,+32.7% ($3.00,-33% - $11.70,+162%)
   +90d (3m): $6.56,+47.0% ($3.32,-26% - $12.97,+191%)
   +180d (6m): $8.92,+99.9% ($4.51,+1% - $17.64,+295%)
   +365d (1y): $16.77,+275.8% ($8.47,+90% - $33.19,+644%)
   +EOY (182d): $8.98,+101.3% ($4.54,+2% - $17.76,+298%)
   End-of-year outlook: 📈 Bullish Trend (+101.3%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 182 days | EOY Target: $8.98 (+101.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.88%
Rounded target for matching: -7%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       78.1%      1.73%      3.84%      8.12%        0.91%        6.77%     -6.14%     33.76%
 14 days       32       81.2%      2.64%      5.19%      9.29%        1.84%        8.54%     -6.98%     44.44%
 30 days       32       71.9%      7.00%     12.77%     23.08%        4.45%       21.09%    -14.61%     84.70%
 90 days       31       80.6%     25.90%     48.06%     52.90%       28.66%       67.47%    -21.80%    177.46%
180 days       31       96.8%    127.02%    106.67%     83.97%       75.87%      137.47%     -1.28%    319.12%
365 days       30      100.0%    176.77%    247.55%    224.34%      163.78%      331.32%    120.28%   1035.74%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.03%
Rounded target for matching: -1%
Similar historical periods found: 20
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       20       65.0%      2.38%      1.80%     10.68%       -3.20%        6.80%    -20.89%     25.73%
 14 days       20       55.0%      3.75%      2.67%      9.46%       -1.76%        7.10%    -17.68%     24.17%
 30 days       20       85.0%     20.73%     23.06%     26.03%       10.88%       35.24%    -15.07%     90.96%
 90 days       20       95.0%     91.93%    156.64%    185.25%       69.94%      243.34%     -1.43%    555.17%
180 days       20      100.0%    164.64%    201.59%    136.54%      137.69%      265.50%     25.53%    575.53%
365 days       14      100.0%    169.77%    176.30%     38.04%      154.33%      198.26%    106.40%    245.11%


========================================================================================================================

Chart 14: LEO-USD (R² = 0.8891)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.92 ($8.22,-8% - $12.98,+46%)
   +30d (1m): $10.81,+21.2% ($8.60,-4% - $13.59,+52%)
   +60d (2m): $11.31,+26.9% ($9.00,+1% - $14.22,+59%)
   +90d (3m): $11.84,+32.8% ($9.42,+6% - $14.89,+67%)
   +180d (6m): $13.58,+52.2% ($10.80,+21% - $17.07,+91%)
   +365d (1y): $17.98,+101.6% ($14.29,+60% - $22.63,+154%)
   +EOY (182d): $13.62,+52.7% ($10.83,+21% - $17.12,+92%)
   End-of-year outlook: 📈 Bullish Trend (+52.7%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $13.62 (+52.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.21%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       97       82.5%     37.68%     32.86%     39.84%       24.83%       40.89%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.99%
Rounded target for matching: -5%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       51.7%      0.29%      0.37%      5.23%       -1.62%        2.36%    -14.87%     13.32%
 14 days       29       69.0%      1.88%      1.65%      7.77%       -1.31%        4.60%    -15.78%     17.57%
 30 days       29       69.0%      1.06%      0.07%      8.58%       -3.19%        3.33%    -19.89%     20.93%
 90 days       28       46.4%     -0.48%      0.05%     22.11%       -8.53%        8.62%    -29.23%     70.54%
180 days       28       64.3%     58.35%     29.83%     49.38%       10.68%       48.98%    -38.93%    112.01%
365 days       26       61.5%     48.27%     27.29%     47.74%        8.00%       46.57%    -36.26%    156.97%


========================================================================================================================

Chart 15: BCH-USD (R² = 0.8807)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $500.69 ($480.73,-4% - $542.56,+8%)
   +30d (1m): $663.70,+32.6% ($613.37,+23% - $718.15,+43%)
   +60d (2m): $862.51,+72.3% ($775.25,+55% - $959.60,+92%)
   +90d (3m): $1.1K,+123.9% ($976.07,+95% - $1.3K,+157%)
   +180d (6m): $2.5K,+391.3% ($1.9K,+286% - $3.1K,+525%)
   +365d (1y): $12.4K,+2372.4% ($7.8K,+1461% - $19.6K,+3816%)
   +EOY (182d): $2.5K,+400.0% ($2.0K,+292% - $3.2K,+538%)
   End-of-year outlook: 📈 Bullish Trend (+400.0%)
   Confidence: 88.1% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $2.5K (+400.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 24.03%
Rounded target for matching: 24%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       38.9%     -0.48%     -0.06%     15.19%       -7.62%        7.50%    -18.48%     46.27%
 14 days       18       38.9%     -3.33%      2.22%     24.40%       -9.92%       14.35%    -30.78%     83.38%
 30 days       18       44.4%     -9.90%     -2.67%     28.06%      -16.62%       11.29%    -47.18%     65.30%
 90 days       16       37.5%    -14.30%      7.10%     63.85%      -26.93%       41.12%    -68.42%    195.01%
180 days       16       37.5%    -10.52%      7.30%     65.42%      -27.56%       42.17%    -84.20%    161.85%
365 days       14       57.1%     29.18%     23.01%     90.61%      -29.31%       75.33%    -82.84%    268.83%


========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 70.37%
Rounded target for matching: 70%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       50.0%     -0.11%     -2.15%     11.87%      -14.60%       10.31%    -19.61%     16.83%
 14 days        6       33.3%     -2.12%      5.37%     34.99%      -31.35%       42.09%    -33.41%     72.08%
 30 days        6       66.7%     17.04%     10.78%     46.29%      -37.79%       59.35%    -62.88%     64.37%
 90 days        6       66.7%     16.46%     17.14%     64.30%      -50.34%       84.61%    -57.15%    135.41%
180 days        6       50.0%     -2.97%     -9.26%     38.48%      -49.64%       31.13%    -71.12%     32.31%
365 days        6       16.7%    -33.77%    -32.03%     29.12%      -62.59%       -1.48%    -82.68%     11.41%


========================================================================================================================

========================================================================================================================
🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       71.5%  0.766343    426.3%   $3.31             251.2%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    RAY-USD          59.8%  0.756061    272.3%   $2.03             148.7%  1000d
4    SOL-USD          51.8%  0.784281    204.2%   $146.93           107.4%  1000d
5    TKX-USD          49.3%  0.723860    464.5%   $21.31             97.3%  365 d
6    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
7    XRP-USD          28.0%  0.717887    367.2%   $2.17              38.8%  500 d
8    SYRUP-USD        27.0%  0.929696 253410.1%   $0.504008          37.0%  90  d
9    BNB-USD          24.4%  0.761998     89.5%   $646.40            32.3%  750 d
10   QNT-USD          14.1%  0.737768   1056.3%   $103.76            16.4%  90  d
11   LEO-USD          13.7%  0.889095     74.1%   $8.92              15.8%  750 d
12   FTN-USD          12.8%  0.988605    134.6%   $4.43              14.7%  750 d
13   BTC-USD          12.7%  0.935955    103.3%   $105.7K            14.6%  1000d

📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 71.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.31 ($2.79,-16% - $48.38,+1362%)
   +30d (1m): $13.32,+302.6% ($3.20,-3% - $55.47,+1576%)
   +60d (2m): $15.27,+361.5% ($3.67,+11% - $63.60,+1822%)
   +90d (3m): $17.51,+429.0% ($4.20,+27% - $72.93,+2104%)
   +180d (6m): $26.37,+696.7% ($6.32,+91% - $109.94,+3222%)
   +365d (1y): $61.18,+1748.6% ($14.64,+342% - $255.72,+7627%)
   +EOY (182d): $26.61,+704.0% ($6.38,+93% - $110.95,+3252%)
   End-of-year outlook: 📈 Bullish Trend (+704.0%)
   Confidence: 76.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $26.61 (+704.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.58%
Rounded target for matching: -20%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -2.40%      1.93%     22.39%       -8.86%       12.72%    -30.59%     64.49%
 14 days       19       42.1%     -5.34%      2.94%     42.22%      -17.41%       23.29%    -31.56%    165.72%
 30 days       19       36.8%     -5.08%      6.64%     47.74%      -16.37%       29.65%    -44.32%    146.08%
 90 days       19       52.6%     27.64%     34.84%    105.09%      -15.81%       85.49%    -76.80%    321.47%
180 days       17       64.7%    147.07%    244.29%    357.34%       60.56%      428.01%    -76.61%    932.42%
365 days       15       80.0%    284.91%    797.39%    904.32%      296.60%     1298.19%    -85.72%   2747.24%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.44%
Rounded target for matching: 11%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       80.0%     12.44%     11.94%     11.21%       -1.98%       25.86%     -4.06%     30.40%
 14 days        5      100.0%     20.02%     19.21%     10.32%        6.40%       32.02%      6.24%     35.67%
 30 days        5       80.0%      9.07%      9.03%     10.76%       -4.33%       22.39%     -8.86%     24.24%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (182d): $0.000224,-94.6% ($0.000093,-98% - $0.000539,-87%)
   End-of-year outlook: 📉 Bearish Trend (-94.6%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000224 (-94.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: RAY-USD (Undervalued by 59.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $2.03 ($1.58,-22% - $16.14,+694%)
   +30d (1m): $5.63,+177.1% ($1.76,-13% - $17.99,+785%)
   +60d (2m): $6.27,+208.7% ($1.96,-3% - $20.05,+886%)
   +90d (3m): $6.99,+243.9% ($2.19,+8% - $22.34,+999%)
   +180d (6m): $9.67,+375.6% ($3.02,+49% - $30.92,+1421%)
   +365d (1y): $18.82,+826.0% ($5.87,+189% - $60.31,+2868%)
   +EOY (182d): $9.74,+379.0% ($3.04,+50% - $31.14,+1432%)
   End-of-year outlook: 📈 Bullish Trend (+379.0%)
   Confidence: 75.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 182 days | EOY Target: $9.74 (+379.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.82%
Rounded target for matching: -20%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       54.2%      0.61%      1.47%     12.60%       -3.85%        6.79%    -19.41%     33.29%
 14 days       24       54.2%      1.07%      4.10%     19.70%       -4.22%       12.42%    -29.53%     56.66%
 30 days       24       58.3%      7.24%     11.09%     44.30%       -7.61%       29.80%    -57.56%    147.83%
 90 days       24       50.0%     -2.18%     53.29%    122.49%        1.57%      105.01%    -74.82%    347.26%
180 days       24       50.0%      5.31%     41.49%    155.56%      -24.20%      107.18%    -89.93%    681.95%
365 days       20       40.0%    -68.13%    134.22%    318.72%      -14.95%      283.39%    -98.03%    799.72%


========================================================================================================================

Chart 4: SOL-USD (Undervalued by 51.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $146.93 ($123.02,-16% - $755.15,+414%)
   +30d (1m): $333.98,+127.3% ($134.78,-8% - $827.59,+463%)
   +60d (2m): $365.95,+149.1% ($147.66,+0% - $906.99,+517%)
   +90d (3m): $400.99,+172.9% ($161.76,+10% - $994.01,+577%)
   +180d (6m): $527.55,+259.1% ($212.68,+45% - $1.3K,+791%)
   +365d (1y): $927.11,+531.0% ($373.20,+154% - $2.3K,+1468%)
   +EOY (182d): $530.77,+261.2% ($213.98,+46% - $1.3K,+796%)
   End-of-year outlook: 📈 Bullish Trend (+261.2%)
   Confidence: 78.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 182 days | EOY Target: $530.77 (+261.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.88%
Rounded target for matching: -7%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       51.9%      3.66%      1.23%     16.83%       -5.43%        7.89%    -54.72%     33.63%
 14 days       27       70.4%      4.77%      2.34%     17.30%       -4.50%        9.19%    -53.60%     29.46%
 30 days       27       51.9%      4.12%      6.54%     31.62%       -5.97%       19.05%    -55.45%     74.74%
 90 days       27       55.6%      7.27%     85.98%    161.89%       21.93%      150.02%    -62.02%    489.00%
180 days       25       64.0%     39.31%    224.07%    418.32%       51.40%      396.74%    -58.22%   1872.00%
365 days       21       81.0%    643.58%   1750.12%   2971.80%      397.37%     3102.86%    -80.82%  10299.51%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.77%
Rounded target for matching: 25%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       60.0%      7.06%      5.74%     13.53%       -3.94%       15.42%    -15.83%     29.57%
 14 days       10       70.0%      4.88%      9.98%     17.64%       -2.63%       22.60%    -16.24%     46.15%
 30 days       10       70.0%     16.18%     10.42%     20.36%       -4.15%       24.98%    -19.63%     44.08%
 90 days        9       77.8%      7.68%     91.22%    126.26%       -5.83%      188.27%    -29.16%    285.69%
180 days        9       66.7%     18.38%    214.73%    302.11%      -17.49%      446.95%    -25.25%    708.30%
365 days        5      100.0%    568.46%    594.67%    120.40%      445.18%      744.16%    422.85%    790.59%


========================================================================================================================

Chart 5: TKX-USD (Undervalued by 49.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $21.31 ($22.84,+7% - $77.39,+263%)
   +30d (1m): $48.47,+127.5% ($26.31,+23% - $89.30,+319%)
   +60d (2m): $55.88,+162.3% ($30.30,+42% - $103.06,+384%)
   +90d (3m): $64.43,+202.4% ($34.89,+64% - $118.95,+458%)
   +180d (6m): $98.72,+363.3% ($53.24,+150% - $183.04,+759%)
   +365d (1y): $237.34,+1014.0% ($126.45,+494% - $445.49,+1991%)
   +EOY (182d): $99.66,+367.8% ($53.75,+152% - $184.80,+767%)
   End-of-year outlook: 📈 Bullish Trend (+367.8%)
   Confidence: 72.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $99.66 (+367.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -30.34%
Rounded target for matching: -30%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -5.92%     -8.49%     11.96%      -21.04%        4.06%    -30.86%      3.75%
 14 days        6       50.0%     -6.09%     -0.49%     26.01%      -27.78%       26.81%    -32.89%     42.50%
 30 days        6       33.3%    -21.18%     -2.21%     30.90%      -34.64%       30.22%    -29.74%     41.69%
 90 days        6      100.0%     42.52%     69.60%     61.95%        4.59%      134.62%      6.77%    182.76%
180 days        6       83.3%     72.52%     58.24%     41.14%       15.07%      101.42%    -25.86%    103.69%
365 days        6       66.7%     14.75%     20.81%     37.86%      -18.92%       60.55%    -32.21%     70.19%


========================================================================================================================

Chart 6: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (182d): $0.000002,-71.0% ($0.000000,-98% - $0.000019,+248%)
   End-of-year outlook: 📉 Bearish Trend (-71.0%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000002 (-71.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 7: XRP-USD (Undervalued by 28.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.17 ($1.42,-35% - $6.41,+195%)
   +30d (1m): $3.42,+57.6% ($1.61,-26% - $7.28,+235%)
   +60d (2m): $3.89,+78.9% ($1.83,-16% - $8.27,+281%)
   +90d (3m): $4.41,+103.0% ($2.07,-5% - $9.39,+332%)
   +180d (6m): $6.45,+196.9% ($3.02,+39% - $13.77,+534%)
   +365d (1y): $14.09,+548.6% ($6.56,+202% - $30.28,+1294%)
   +EOY (182d): $6.50,+199.4% ($3.05,+40% - $13.88,+539%)
   End-of-year outlook: 📈 Bullish Trend (+199.4%)
   Confidence: 71.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 182 days | EOY Target: $6.50 (+199.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       58.9%      1.44%      2.33%      9.87%       -0.31%        4.97%    -26.28%     42.29%
 14 days       56       48.2%     -0.38%      6.26%     26.48%       -0.83%       13.35%    -34.29%    147.98%
 30 days       56       53.6%      2.35%     15.37%     40.21%        4.60%       26.14%    -30.67%    158.21%
 90 days       54       64.8%      8.90%     22.30%     64.47%        4.70%       39.89%    -52.84%    355.63%
180 days       51       54.9%      2.56%     67.69%    148.70%       25.86%      109.51%    -58.99%    522.89%
365 days       48       68.8%     37.57%    118.80%    157.37%       73.10%      164.49%    -65.51%    404.99%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.27%
Rounded target for matching: 7%
Similar historical periods found: 36
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       36       33.3%     -2.76%      0.20%     15.80%       -5.14%        5.55%    -34.72%     61.96%
 14 days       36       38.9%     -5.40%      0.67%     22.31%       -6.88%        8.22%    -36.63%     61.54%
 30 days       36       44.4%     -1.63%      3.60%     27.96%       -5.85%       13.06%    -41.47%    110.34%
 90 days       36       41.7%     -8.07%     25.39%    103.58%       -9.66%       60.43%    -48.21%    394.36%
180 days       33       57.6%     13.26%     48.08%    124.61%        3.90%       92.27%    -63.48%    452.10%
365 days       29       55.2%     15.58%     63.54%    135.88%       11.85%      115.23%    -66.83%    497.68%


========================================================================================================================

Chart 8: SYRUP-USD (Undervalued by 27.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.504008 ($0.505723,+0% - $0.942862,+87%)
   +30d (1m): $1.32,+160.9% ($0.954854,+89% - $1.81,+259%)
   +60d (2m): $2.50,+396.9% ($1.80,+256% - $3.49,+593%)
   +90d (3m): $4.77,+846.4% ($3.37,+568% - $6.76,+1241%)
   +180d (6m): $32.95,+6437.7% ($21.79,+4223% - $49.83,+9787%)
   +365d (1y): $1.8K,+347226.9% ($968.35,+192030% - $3.2K,+627789%)
   +EOY (182d): $34.40,+6724.6% ($22.71,+4405% - $52.11,+10238%)
   End-of-year outlook: 📈 Bullish Trend (+6724.6%)
   Confidence: 93.0% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $34.40 (+6724.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: BNB-USD (Undervalued by 24.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $646.40 ($563.40,-13% - $1.3K,+101%)
   +30d (1m): $900.97,+39.4% ($593.70,-8% - $1.4K,+112%)
   +60d (2m): $949.56,+46.9% ($625.62,-3% - $1.4K,+123%)
   +90d (3m): $1.0K,+54.8% ($659.25,+2% - $1.5K,+135%)
   +180d (6m): $1.2K,+81.2% ($771.34,+19% - $1.8K,+175%)
   +365d (1y): $1.6K,+150.6% ($1.1K,+65% - $2.5K,+281%)
   +EOY (182d): $1.2K,+81.9% ($774.04,+20% - $1.8K,+176%)
   End-of-year outlook: 📈 Bullish Trend (+81.9%)
   Confidence: 76.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.2K (+81.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.21%
Rounded target for matching: -2%
Similar historical periods found: 68
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       68       47.1%     -0.22%     -0.69%     12.94%       -3.83%        2.44%    -49.75%     39.23%
 14 days       68       61.8%      2.41%      1.76%     13.88%       -1.60%        5.12%    -47.37%     30.56%
 30 days       68       70.6%      8.49%      9.00%     21.03%        3.91%       14.10%    -46.34%     65.49%
 90 days       66       71.2%     13.76%     86.29%    220.36%       32.12%      140.46%    -49.58%    959.14%
180 days       65       80.0%     22.98%    170.67%    378.96%       76.76%      264.57%    -55.98%   1708.29%
365 days       59       69.5%    118.32%    361.21%    665.58%      187.76%      534.66%    -54.20%   2098.53%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.44%
Rounded target for matching: 9%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       67.9%      2.65%      1.05%      8.87%       -2.39%        4.48%    -32.93%     22.65%
 14 days       28       60.7%      2.42%      1.06%     11.10%       -3.24%        5.36%    -28.59%     17.35%
 30 days       28       57.1%      2.99%      6.49%     21.25%       -1.75%       14.73%    -25.86%     68.63%
 90 days       25       56.0%      5.88%     50.64%    180.58%      -23.90%      125.18%    -31.25%    908.65%
180 days       23       47.8%     -2.23%     72.11%    247.90%      -35.09%      179.30%    -59.97%   1178.16%
365 days       17       76.5%     71.11%    266.44%    560.76%      -21.88%      554.75%    -29.76%   1896.54%


========================================================================================================================

Chart 10: QNT-USD (Undervalued by 14.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $103.76 ($97.78,-6% - $149.08,+44%)
   +30d (1m): $147.64,+42.3% ($118.87,+15% - $183.37,+77%)
   +60d (2m): $180.54,+74.0% ($144.13,+39% - $226.15,+118%)
   +90d (3m): $220.77,+112.8% ($174.33,+68% - $279.58,+169%)
   +180d (6m): $403.71,+289.1% ($305.10,+194% - $534.19,+415%)
   +365d (1y): $1.4K,+1245.3% ($934.92,+801% - $2.1K,+1909%)
   +EOY (182d): $409.16,+294.3% ($308.87,+198% - $542.02,+422%)
   End-of-year outlook: 📈 Bullish Trend (+294.3%)
   Confidence: 73.8% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $409.16 (+294.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.53%
Rounded target for matching: -3%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       55.6%      1.17%      5.51%     17.81%        0.65%       10.37%    -22.51%     65.33%
 14 days       54       55.6%      1.89%      9.74%     27.15%        2.33%       17.15%    -29.96%     94.82%
 30 days       54       50.0%      1.99%     19.69%     50.39%        5.93%       33.44%    -40.27%    200.82%
 90 days       53       54.7%      6.20%     46.47%    101.02%       18.63%       74.32%    -44.58%    385.23%
180 days       51       64.7%     27.68%     95.89%    183.57%       44.26%      147.52%    -73.35%    630.72%
365 days       44       50.0%      0.33%    309.67%    827.36%       58.13%      561.21%    -58.07%   4995.21%


========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 56.22%
Rounded target for matching: 56%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       60.0%      5.11%      3.90%      9.34%       -2.78%       10.59%    -10.35%     17.16%
 14 days       10       50.0%     -1.19%      4.01%     15.88%       -7.35%       15.37%    -13.01%     39.49%
 30 days       10       20.0%     -7.89%     16.42%     59.99%      -26.50%       59.33%    -28.55%    149.00%
 90 days       10       40.0%     -0.53%     21.31%     71.25%      -29.66%       72.28%    -65.24%    162.73%
180 days        9       66.7%     30.75%    153.05%    198.83%        0.22%      305.88%    -65.07%    463.25%
365 days        7       57.1%     75.05%    629.86%    790.81%     -101.52%     1361.23%    -43.24%   2021.89%


========================================================================================================================

Chart 11: LEO-USD (Undervalued by 13.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.92 ($8.22,-8% - $12.98,+46%)
   +30d (1m): $10.81,+21.2% ($8.60,-4% - $13.59,+52%)
   +60d (2m): $11.31,+26.9% ($9.00,+1% - $14.22,+59%)
   +90d (3m): $11.84,+32.8% ($9.42,+6% - $14.89,+67%)
   +180d (6m): $13.58,+52.2% ($10.80,+21% - $17.07,+91%)
   +365d (1y): $17.98,+101.6% ($14.29,+60% - $22.63,+154%)
   +EOY (182d): $13.62,+52.7% ($10.83,+21% - $17.12,+92%)
   End-of-year outlook: 📈 Bullish Trend (+52.7%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $13.62 (+52.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.21%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       97       82.5%     37.68%     32.86%     39.84%       24.83%       40.89%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.99%
Rounded target for matching: -5%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       51.7%      0.29%      0.37%      5.23%       -1.62%        2.36%    -14.87%     13.32%
 14 days       29       69.0%      1.88%      1.65%      7.77%       -1.31%        4.60%    -15.78%     17.57%
 30 days       29       69.0%      1.06%      0.07%      8.58%       -3.19%        3.33%    -19.89%     20.93%
 90 days       28       46.4%     -0.48%      0.05%     22.11%       -8.53%        8.62%    -29.23%     70.54%
180 days       28       64.3%     58.35%     29.83%     49.38%       10.68%       48.98%    -38.93%    112.01%
365 days       26       61.5%     48.27%     27.29%     47.74%        8.00%       46.57%    -36.26%    156.97%


========================================================================================================================

Chart 12: FTN-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.56,+3% - $5.65,+28%)
   +30d (1m): $5.45,+23.0% ($4.90,+11% - $6.06,+37%)
   +60d (2m): $5.84,+31.9% ($5.25,+19% - $6.50,+47%)
   +90d (3m): $6.27,+41.5% ($5.63,+27% - $6.98,+57%)
   +180d (6m): $7.74,+74.6% ($6.95,+57% - $8.61,+94%)
   +365d (1y): $11.92,+169.0% ($10.70,+142% - $13.27,+200%)
   +EOY (182d): $7.77,+75.4% ($6.98,+58% - $8.65,+95%)
   End-of-year outlook: 📈 Bullish Trend (+75.4%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 182 days | EOY Target: $7.77 (+75.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.03%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       49      100.0%     29.71%     27.37%     11.33%       24.12%       30.63%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       37      100.0%    141.91%    139.12%     22.53%      131.61%      146.64%     99.27%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.80%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 13: BTC-USD (Undervalued by 12.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $105.7K ($90.8K,-14% - $161.7K,+53%)
   +30d (1m): $128.4K,+21.5% ($96.2K,-9% - $171.4K,+62%)
   +60d (2m): $136.1K,+28.8% ($102.0K,-4% - $181.7K,+72%)
   +90d (3m): $144.3K,+36.5% ($108.1K,+2% - $192.6K,+82%)
   +180d (6m): $171.9K,+62.6% ($128.7K,+22% - $229.5K,+117%)
   +365d (1y): $246.3K,+133.0% ($184.4K,+74% - $329.0K,+211%)
   +EOY (182d): $172.6K,+63.3% ($129.2K,+22% - $230.4K,+118%)
   End-of-year outlook: 📈 Bullish Trend (+63.3%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 182 days | EOY Target: $172.6K (+63.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       51.5%      0.04%      0.68%      8.08%       -0.95%        2.31%    -25.29%     25.77%
 14 days       97       52.6%      0.61%      2.15%     13.93%       -0.65%        4.96%    -40.29%     42.87%
 30 days       97       55.7%      5.54%      5.70%     21.66%        1.34%       10.07%    -49.76%     72.54%
 90 days       93       60.2%      9.49%     24.19%     52.15%       13.45%       34.93%    -53.70%    254.24%
180 days       88       71.6%     39.50%     49.89%     81.00%       32.73%       67.06%    -54.80%    350.23%
365 days       81       88.9%    122.06%    165.10%    269.80%      105.44%      224.76%    -73.43%   1623.65%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 28.14%
Rounded target for matching: 28%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       66.7%      2.42%      3.05%      4.92%        1.21%        4.88%     -4.05%     16.54%
 14 days       30       76.7%      3.27%      5.15%      8.74%        1.89%        8.42%     -9.43%     25.11%
 30 days       30       60.0%      3.89%      6.55%     13.61%        1.47%       11.63%    -24.28%     34.89%
 90 days       30       76.7%     25.85%     29.62%     32.47%       17.49%       41.74%    -14.66%    142.98%
180 days       30       96.7%     79.14%    121.03%     95.31%       85.44%      156.62%    -16.89%    284.55%
365 days       30       96.7%    353.61%    698.69%    704.12%      435.77%      961.62%    -57.93%   2175.69%


========================================================================================================================

========================================================================================================================
🔴 TOP 10 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    AERO-USD        279.0%  0.844756    -89.0%   $0.000343          73.6%  1000d
2    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
3    TRUMP-USD        67.1%  0.799007    -93.4%   $0.000560          40.1%  365 d
4    APT-USD          41.0%  0.940897    -83.9%   $0.000131          29.1%  500 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    WBT-USD          21.1%  0.933569    204.7%   $43.93             17.4%  750 d
9    THETA-USD        16.2%  0.747088    -91.1%   $0.651645          13.9%  180 d
10   XTZ-USD          12.4%  0.770672    -83.8%   $0.516449          11.1%  180 d

📊 DISPLAYING ALL 10 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: AERO-USD (Overvalued by 279.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000343 ($0.000021,-94% - $0.000393,+15%)
   +30d (1m): $0.000076,-78.0% ($0.000017,-95% - $0.000328,-4%)
   +60d (2m): $0.000063,-81.6% ($0.000014,-96% - $0.000274,-20%)
   +90d (3m): $0.000053,-84.7% ($0.000012,-96% - $0.000229,-33%)
   +180d (6m): $0.000031,-91.1% ($0.000007,-98% - $0.000133,-61%)
   +365d (1y): $0.000010,-97.1% ($0.000002,-99% - $0.000044,-87%)
   +EOY (182d): $0.000030,-91.2% ($0.000007,-98% - $0.000131,-62%)
   End-of-year outlook: 📉 Bearish Trend (-91.2%)
   Confidence: 84.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000030 (-91.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (182d): $0.000006,-93.5% ($0.000001,-98% - $0.000022,-75%)
   End-of-year outlook: 📉 Bearish Trend (-93.5%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000006 (-93.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: TRUMP-USD (Overvalued by 67.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000560 ($0.000154,-73% - $0.000731,+30%)
   +30d (1m): $0.000268,-52.1% ($0.000123,-78% - $0.000585,+4%)
   +60d (2m): $0.000214,-61.7% ($0.000098,-82% - $0.000468,-16%)
   +90d (3m): $0.000171,-69.4% ($0.000078,-86% - $0.000375,-33%)
   +180d (6m): $0.000088,-84.4% ($0.000040,-93% - $0.000193,-66%)
   +365d (1y): $0.000022,-96.1% ($0.000010,-98% - $0.000049,-91%)
   +EOY (182d): $0.000086,-84.6% ($0.000039,-93% - $0.000190,-66%)
   End-of-year outlook: 📉 Bearish Trend (-84.6%)
   Confidence: 79.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000086 (-84.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.78%
Rounded target for matching: -4%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       42.9%      0.00%      0.84%     29.88%      -12.76%       14.45%    -46.50%    103.50%
 14 days       21       38.1%     -1.93%     -4.17%     21.27%      -13.85%        5.51%    -48.51%     44.16%
 30 days       21       42.9%     -0.35%     20.67%     98.11%      -23.99%       65.33%    -48.89%    441.86%
 90 days       21       42.9%     -1.56%     -4.43%     46.57%      -25.63%       16.77%    -97.41%    108.65%
180 days       19       31.6%    -47.35%     47.32%    249.92%      -73.14%      167.78%    -96.95%    994.67%
365 days       18       22.2%    -33.84%    218.94%    761.35%     -159.67%      597.55%    -89.18%   3261.01%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.75%
Rounded target for matching: -2%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       36.4%     -6.78%     49.28%    198.34%      -83.96%      182.53%    -78.23%    668.85%
 14 days       11       45.5%     -7.10%     58.29%    234.29%      -99.10%      215.69%    -78.23%    790.71%
 30 days       11       45.5%    -10.56%     59.79%    175.34%      -58.01%      177.58%    -78.27%    438.23%
 90 days       11       27.3%    -36.71%      4.14%    107.61%      -68.16%       76.43%    -86.73%    326.26%
180 days       10       40.0%    -29.08%    188.35%    428.45%     -118.15%      494.84%    -54.15%   1223.63%
365 days       10       60.0%     60.81%    373.59%    878.57%     -254.90%     1002.09%    -58.10%   2969.90%


========================================================================================================================

Chart 4: APT-USD (Overvalued by 41.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (182d): $0.000037,-71.5% ($0.000026,-80% - $0.000054,-59%)
   End-of-year outlook: 📉 Bearish Trend (-71.5%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000037 (-71.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (182d): $0.110522,-75.7% ($0.075714,-83% - $0.161331,-64%)
   End-of-year outlook: 📉 Bearish Trend (-75.7%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $0.110522 (-75.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (182d): $0.000001,-89.5% ($0.000000,-93% - $0.000001,-84%)
   End-of-year outlook: 📉 Bearish Trend (-89.5%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $0.000001 (-89.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (182d): $0.001124,-60.4% ($0.000781,-72% - $0.001617,-43%)
   End-of-year outlook: 📉 Bearish Trend (-60.4%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.001124 (-60.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 8: WBT-USD (Overvalued by 21.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $43.93 ($25.65,-42% - $51.34,+17%)
   +30d (1m): $39.77,-9.5% ($28.10,-36% - $56.27,+28%)
   +60d (2m): $43.58,-0.8% ($30.80,-30% - $61.68,+40%)
   +90d (3m): $47.76,+8.7% ($33.74,-23% - $67.60,+54%)
   +180d (6m): $62.87,+43.1% ($44.39,+1% - $89.02,+103%)
   +365d (1y): $110.59,+151.7% ($78.00,+78% - $156.78,+257%)
   +EOY (182d): $63.25,+44.0% ($44.67,+2% - $89.57,+104%)
   End-of-year outlook: 📈 Bullish Trend (+44.0%)
   Confidence: 93.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈59%)
   📅 Days until EOY 2025: 182 days | EOY Target: $63.25 (+44.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WBT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 58.99%
Rounded target for matching: 59%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       77.8%      2.38%      4.66%      6.66%       -0.46%        9.77%     -2.48%     16.66%
 14 days        9       55.6%      0.33%      4.76%      9.65%       -2.66%       12.18%     -3.73%     22.92%
 30 days        9       55.6%      0.08%      7.91%     17.18%       -5.30%       21.11%     -4.23%     42.60%
 90 days        9       77.8%      2.18%     17.37%     30.56%       -6.11%       40.86%     -1.58%     75.49%
180 days        7      100.0%     81.60%     81.90%      2.59%       79.51%       84.30%     77.41%     85.33%
365 days        5      100.0%    188.87%    187.75%      2.69%      184.41%      191.09%    183.33%    190.99%


========================================================================================================================

Chart 9: THETA-USD (Overvalued by 16.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.651645 ($0.375845,-42% - $0.837364,+28%)
   +30d (1m): $0.459662,-29.5% ($0.307179,-53% - $0.687837,+6%)
   +60d (2m): $0.376630,-42.2% ($0.250882,-62% - $0.565406,-13%)
   +90d (3m): $0.308597,-52.6% ($0.204762,-69% - $0.465086,-29%)
   +180d (6m): $0.169754,-73.9% ($0.110892,-83% - $0.259862,-60%)
   +365d (1y): $0.049689,-92.4% ($0.030935,-95% - $0.079812,-88%)
   +EOY (182d): $0.167515,-74.3% ($0.109384,-83% - $0.256539,-61%)
   End-of-year outlook: 📉 Bearish Trend (-74.3%)
   Confidence: 74.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $0.167515 (-74.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -14.98%
Rounded target for matching: -15%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       48.1%     -0.85%     -0.34%     12.16%       -3.66%        2.98%    -28.30%     43.57%
 14 days       54       53.7%      0.70%      1.22%     18.37%       -3.80%        6.23%    -37.39%     66.55%
 30 days       54       48.1%     -1.24%     10.34%     34.33%        0.98%       19.71%    -52.56%    138.08%
 90 days       53       45.3%     -6.10%     14.38%     78.17%       -7.16%       35.93%    -59.36%    438.42%
180 days       53       39.6%     -8.64%     40.65%    168.32%       -5.75%       87.04%    -74.76%    944.92%
365 days       51       60.8%     33.35%    131.78%    398.63%       19.66%      243.90%    -85.92%   2568.37%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.98%
Rounded target for matching: -16%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       41.7%     -3.00%     -5.40%     13.76%      -11.21%        0.41%    -46.41%     15.51%
 14 days       24       25.0%     -6.30%    -10.21%     17.39%      -17.55%       -2.86%    -53.65%     33.82%
 30 days       24       33.3%    -12.53%     -8.01%     22.20%      -17.38%        1.37%    -46.08%     49.85%
 90 days       24       33.3%     -7.89%      7.80%     44.60%      -11.04%       26.63%    -42.39%    100.73%
180 days       24       54.2%      2.41%     67.54%    143.08%        7.12%      127.95%    -58.67%    400.92%
365 days       23       73.9%    111.42%    147.85%    211.35%       56.45%      239.24%    -82.63%    853.53%


========================================================================================================================

Chart 10: XTZ-USD (Overvalued by 12.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.516449 ($0.346316,-33% - $0.609156,+18%)
   +30d (1m): $0.395406,-23.4% ($0.297608,-42% - $0.525342,+2%)
   +60d (2m): $0.340397,-34.1% ($0.255623,-51% - $0.453285,-12%)
   +90d (3m): $0.293041,-43.3% ($0.219456,-58% - $0.391299,-24%)
   +180d (6m): $0.186963,-63.8% ($0.138483,-73% - $0.252416,-51%)
   +365d (1y): $0.074228,-85.6% ($0.053148,-90% - $0.103670,-80%)
   +EOY (182d): $0.185105,-64.2% ($0.137067,-73% - $0.249980,-52%)
   End-of-year outlook: 📉 Bearish Trend (-64.2%)
   Confidence: 77.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-19%)
   📅 Days until EOY 2025: 182 days | EOY Target: $0.185105 (-64.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.54%
Rounded target for matching: -10%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       42.9%     -1.98%     -1.20%      9.08%       -3.64%        1.23%    -21.61%     20.86%
 14 days       56       44.6%     -0.81%     -0.76%     11.48%       -3.84%        2.31%    -19.46%     37.55%
 30 days       56       25.0%     -7.65%     -6.41%     20.02%      -11.77%       -1.05%    -56.07%     64.01%
 90 days       56       30.4%    -19.66%      3.74%     66.05%      -13.94%       21.43%    -72.37%    218.88%
180 days       55       40.0%    -12.69%     12.53%     72.61%       -7.10%       32.16%    -90.83%    263.38%
365 days       52       44.2%     -6.34%     27.39%    125.12%       -7.45%       62.22%    -83.80%    655.85%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -19.23%
Rounded target for matching: -19%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       52.9%      0.72%     -0.62%     10.04%       -4.12%        2.89%    -38.33%     15.97%
 14 days       34       44.1%     -1.87%     -3.20%     12.45%       -7.55%        1.14%    -49.35%     21.56%
 30 days       34       32.4%     -8.47%     -5.96%     25.73%      -14.94%        3.02%    -65.01%     97.58%
 90 days       33       45.5%    -13.23%      3.53%     46.56%      -12.98%       20.04%    -64.49%    124.66%
180 days       32       59.4%     28.95%     30.06%     72.06%        4.08%       56.04%    -83.81%    192.50%
365 days       28       39.3%     -8.36%     19.46%     88.44%      -14.83%       53.75%    -69.11%    269.37%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 95
Average R-squared: 0.7206
Best R-squared: 0.988605
Average annual growth: 343318.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 30 (31.6%) - Hold/Monitor
  🟢 UNDERVALUED: 13 (13.7%) - Buy Opportunities
  🔴 OVERVALUED: 10 (10.5%) - Sell Warnings

Optimal window distribution:
  30 days: 18 instruments (18.9%)
  60 days: 14 instruments (14.7%)
  90 days: 7 instruments (7.4%)
  120 days: 4 instruments (4.2%)
  180 days: 15 instruments (15.8%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 13
  🔴 High-quality overvalued warnings: 10
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X        0.942762 120 d        41.6%   1.3731          🟡 FAIR          -0.2%
2    DX-Y.NYB        0.916023 120 d       -31.2%   96.820          🟡 FAIR           0.1%
3    EURUSD=X        0.915213 120 d        51.2%   1.1787          🟡 FAIR           0.6%
4    USDCHF=X        0.892661 120 d       -36.1%   0.7927          🟡 FAIR          -0.7%
5    USDCAD=X        0.848429 90  d       -22.3%   1.3605          🟡 FAIR           0.3%
6    NZDUSD=X        0.785344 120 d        28.9%   0.6092          🟡 FAIR           0.6%
7    USDJPY=X        0.745656 120 d       -23.5%   143.80          🟡 FAIR           1.5%
8    AUDUSD=X        0.631809 1000d        -4.8%   0.6578          🟡 FAIR           nan%

📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9428)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3731 (1.3537,-1% - 1.3987,+2%)
   +30d (1m): 1.4159,+3.1% (1.3926,+1% - 1.4396,+5%)
   +60d (2m): 1.4570,+6.1% (1.4325,+4% - 1.4819,+8%)
   +90d (3m): 1.4992,+9.2% (1.4734,+7% - 1.5255,+11%)
   +180d (6m): 1.6335,+19.0% (1.6026,+17% - 1.6650,+21%)
   +365d (1y): 1.9485,+41.9% (1.9018,+39% - 1.9962,+45%)
   +EOY (182d): 1.6366,+19.2% (1.6056,+17% - 1.6683,+22%)
   End-of-year outlook: 📈 Bullish Trend (+19.2%)
   Confidence: 94.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 182 days | EOY Target: 1.6366 (+19.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.77%
Rounded target for matching: 3%
Similar historical periods found: 438
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      438       46.8%     -0.12%     -0.12%      1.29%       -0.24%        0.00%     -4.07%      4.47%
 14 days      438       47.5%     -0.11%     -0.02%      1.86%       -0.20%        0.15%     -6.01%      7.11%
 30 days      438       48.9%     -0.04%     -0.04%      2.62%       -0.29%        0.20%    -11.49%     10.74%
 90 days      415       55.2%      0.54%      0.12%      4.24%       -0.29%        0.53%    -11.59%     14.08%
180 days      414       54.1%      0.72%     -0.17%      6.20%       -0.77%        0.43%    -24.09%     11.11%
365 days      404       38.4%     -1.93%     -2.78%      8.88%       -3.65%       -1.92%    -32.38%     13.77%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.37%
Rounded target for matching: 8%
Similar historical periods found: 65
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       65       36.9%     -0.32%     -0.32%      1.52%       -0.70%        0.05%     -4.41%      4.14%
 14 days       65       46.2%     -0.07%     -0.37%      1.75%       -0.80%        0.06%     -4.32%      4.17%
 30 days       65       36.9%     -0.53%     -0.46%      2.02%       -0.96%        0.04%     -4.70%      4.60%
 90 days       64       64.1%      1.14%      0.18%      3.59%       -0.71%        1.08%     -7.75%      6.08%
180 days       64       62.5%      1.86%      1.07%      4.99%       -0.17%        2.32%    -12.62%      9.27%
365 days       64       67.2%      1.07%      0.63%      6.05%       -0.88%        2.15%    -15.38%      9.93%


========================================================================================================================

Chart 2: DX-Y.NYB (R² = 0.9160)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 96.820 (94.653,-2% - 98.842,+2%)
   +30d (1m): 93.794,-3.1% (91.755,-5% - 95.878,-1%)
   +60d (2m): 90.951,-6.1% (88.935,-8% - 93.014,-4%)
   +90d (3m): 88.195,-8.9% (86.191,-11% - 90.245,-7%)
   +180d (6m): 80.417,-16.9% (78.411,-19% - 82.475,-15%)
   +365d (1y): 66.517,-31.3% (64.420,-33% - 68.682,-29%)
   +EOY (182d): 80.252,-17.1% (78.245,-19% - 82.311,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.1%)
   Confidence: 91.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: 80.252 (-17.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.59%
Rounded target for matching: -4%
Similar historical periods found: 662
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      662       45.0%     -0.17%     -0.13%      1.40%       -0.24%       -0.02%     -5.59%      6.99%
 14 days      662       43.1%     -0.27%     -0.31%      1.95%       -0.46%       -0.16%     -6.61%      7.56%
 30 days      662       40.2%     -0.85%     -0.59%      3.01%       -0.82%       -0.36%     -7.92%     10.63%
 90 days      642       42.8%     -1.11%     -0.33%      5.13%       -0.73%        0.06%    -11.47%     18.48%
180 days      642       47.7%     -0.30%      0.42%      8.26%       -0.22%        1.06%    -22.10%     20.82%
365 days      639       56.0%      1.41%     -0.13%     10.92%       -0.97%        0.72%    -30.13%     26.21%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.18%
Rounded target for matching: -9%
Similar historical periods found: 241
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      241       46.1%     -0.22%     -0.08%      1.58%       -0.28%        0.12%     -4.80%      4.57%
 14 days      241       44.4%     -0.27%     -0.23%      1.93%       -0.48%        0.01%     -4.89%      6.61%
 30 days      241       53.1%      0.28%      0.03%      2.59%       -0.30%        0.36%     -6.40%     10.51%
 90 days      241       54.8%      0.48%      0.84%      5.55%        0.13%        1.54%    -11.45%     16.20%
180 days      241       53.1%      0.79%      0.66%      9.56%       -0.55%        1.87%    -20.62%     18.76%
365 days      241       68.9%      2.77%      0.54%     12.18%       -1.01%        2.08%    -27.05%     26.68%


========================================================================================================================

Chart 3: EURUSD=X (R² = 0.9152)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1787 (1.1442,-3% - 1.2006,+2%)
   +30d (1m): 1.2126,+2.9% (1.1833,+0% - 1.2425,+5%)
   +60d (2m): 1.2545,+6.4% (1.2236,+4% - 1.2861,+9%)
   +90d (3m): 1.2978,+10.1% (1.2651,+7% - 1.3313,+13%)
   +180d (6m): 1.4370,+21.9% (1.3973,+19% - 1.4779,+25%)
   +365d (1y): 1.7719,+50.3% (1.7101,+45% - 1.8361,+56%)
   +EOY (182d): 1.4403,+22.2% (1.4004,+19% - 1.4814,+26%)
   End-of-year outlook: 📈 Bullish Trend (+22.2%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: 1.4403 (+22.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.93%
Rounded target for matching: 5%
Similar historical periods found: 167
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      167       46.1%     -0.15%     -0.08%      1.63%       -0.33%        0.17%     -5.98%      4.37%
 14 days      167       50.3%      0.01%      0.00%      2.04%       -0.31%        0.32%     -5.37%      4.99%
 30 days      167       53.9%      0.23%      0.34%      2.67%       -0.07%        0.75%     -6.39%      5.70%
 90 days      151       64.2%      1.84%      1.29%      4.12%        0.63%        1.95%    -10.58%     10.43%
180 days      151       50.3%      0.17%     -0.47%      7.41%       -1.66%        0.73%    -17.95%     12.19%
365 days      151       30.5%     -4.14%     -1.98%      7.40%       -3.17%       -0.79%    -13.41%     19.86%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.25%
Rounded target for matching: 12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -0.98%     -0.92%      2.20%       -1.99%        0.14%     -5.07%      2.70%
 14 days       19       26.3%     -1.89%     -1.72%      2.31%       -2.84%       -0.61%     -5.23%      1.97%
 30 days       19       10.5%     -3.07%     -2.83%      2.47%       -4.02%       -1.64%     -6.47%      2.47%
 90 days       19       21.1%     -1.47%     -1.53%      3.16%       -3.05%       -0.01%     -5.55%      5.91%
180 days       19       36.8%     -2.95%     -3.31%      6.46%       -6.42%       -0.19%    -14.20%      5.43%
365 days       19        0.0%     -5.10%     -5.86%      3.16%       -7.38%       -4.33%    -13.14%     -1.69%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8927)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.7927 (0.7754,-2% - 0.8227,+4%)
   +30d (1m): 0.7698,-2.9% (0.7470,-6% - 0.7934,+0%)
   +60d (2m): 0.7420,-6.4% (0.7196,-9% - 0.7652,-3%)
   +90d (3m): 0.7152,-9.8% (0.6931,-13% - 0.7381,-7%)
   +180d (6m): 0.6405,-19.2% (0.6187,-22% - 0.6630,-16%)
   +365d (1y): 0.5104,-35.6% (0.4885,-38% - 0.5333,-33%)
   +EOY (182d): 0.6389,-19.4% (0.6171,-22% - 0.6614,-17%)
   End-of-year outlook: 📉 Bearish Trend (-19.4%)
   Confidence: 89.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: 0.6389 (-19.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.06%
Rounded target for matching: -5%
Similar historical periods found: 174
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      174       52.3%      0.15%      0.01%      1.67%       -0.24%        0.26%     -4.44%      3.73%
 14 days      174       51.7%      0.09%      0.08%      2.22%       -0.26%        0.41%     -5.03%     11.18%
 30 days      174       47.7%     -0.14%     -0.42%      3.80%       -0.99%        0.15%    -13.19%     15.90%
 90 days      168       60.7%      1.58%      1.01%      5.94%        0.11%        1.92%    -16.30%     17.82%
180 days      168       63.1%      2.23%      2.06%      6.62%        1.05%        3.07%    -15.59%     15.74%
365 days      159       59.1%      2.12%      0.93%      7.09%       -0.18%        2.04%    -14.38%     17.80%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.73%
Rounded target for matching: -12%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       55.2%      0.20%     -0.04%      2.16%       -0.86%        0.78%     -5.91%      4.00%
 14 days       29       48.3%     -0.12%      0.79%      4.63%       -0.97%        2.55%     -6.85%     12.32%
 30 days       29       48.3%     -0.09%      1.55%      7.71%       -1.39%        4.48%    -13.19%     16.54%
 90 days       29       86.2%      6.50%      7.21%      6.79%        4.63%        9.79%     -5.06%     18.91%
180 days       29       93.1%     10.64%     10.68%      8.18%        7.57%       13.79%    -13.51%     20.86%
365 days       29       93.1%     11.54%      9.51%      6.31%        7.11%       11.91%     -6.68%     18.20%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8484)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: 1.3605 (1.3358,-2% - 1.3776,+1%)
   +30d (1m): 1.3287,-2.3% (1.3078,-4% - 1.3499,-1%)
   +60d (2m): 1.3014,-4.3% (1.2801,-6% - 1.3230,-3%)
   +90d (3m): 1.2747,-6.3% (1.2528,-8% - 1.2969,-5%)
   +180d (6m): 1.1977,-12.0% (1.1735,-14% - 1.2225,-10%)
   +365d (1y): 1.0539,-22.5% (1.0235,-25% - 1.0852,-20%)
   +EOY (182d): 1.1961,-12.1% (1.1717,-14% - 1.2209,-10%)
   End-of-year outlook: 📉 Bearish Trend (-12.1%)
   Confidence: 84.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 182 days | EOY Target: 1.1961 (-12.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.52%
Rounded target for matching: -3%
Similar historical periods found: 407
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      407       54.1%      0.15%      0.19%      1.42%        0.05%        0.33%     -4.92%      6.55%
 14 days      407       55.3%      0.32%      0.30%      2.13%        0.09%        0.51%     -5.03%     15.40%
 30 days      407       54.1%      0.30%      0.25%      2.86%       -0.02%        0.53%     -7.85%     15.91%
 90 days      395       50.1%      0.04%     -0.34%      4.87%       -0.82%        0.14%    -12.93%     18.54%
180 days      395       44.3%     -0.57%     -0.05%      6.56%       -0.69%        0.60%    -14.26%     26.05%
365 days      395       46.6%     -0.45%     -0.53%      7.91%       -1.31%        0.25%    -19.34%     25.10%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.03%
Rounded target for matching: -4%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       49.2%     -0.03%      0.04%      1.18%       -0.09%        0.17%     -3.54%      3.98%
 14 days      307       45.3%     -0.18%     -0.10%      1.65%       -0.28%        0.09%     -6.17%      4.41%
 30 days      307       44.0%     -0.44%     -0.14%      2.21%       -0.39%        0.11%     -8.08%      5.97%
 90 days      298       45.6%     -0.54%     -0.33%      3.65%       -0.74%        0.09%    -11.20%     10.73%
180 days      298       49.3%     -0.05%      0.88%      6.23%        0.17%        1.59%    -12.89%     24.43%
365 days      298       55.4%      1.22%      1.39%      8.90%        0.37%        2.40%    -16.41%     29.60%


========================================================================================================================

Chart 6: NZDUSD=X (R² = 0.7853)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.6092 (0.5907,-3% - 0.6214,+2%)
   +30d (1m): 0.6187,+1.5% (0.6030,-1% - 0.6348,+4%)
   +60d (2m): 0.6317,+3.7% (0.6153,+1% - 0.6485,+6%)
   +90d (3m): 0.6450,+5.9% (0.6279,+3% - 0.6626,+9%)
   +180d (6m): 0.6867,+12.7% (0.6667,+9% - 0.7073,+16%)
   +365d (1y): 0.7809,+28.2% (0.7522,+23% - 0.8107,+33%)
   +EOY (182d): 0.6876,+12.9% (0.6675,+10% - 0.7083,+16%)
   End-of-year outlook: 📈 Bullish Trend (+12.9%)
   Confidence: 78.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 182 days | EOY Target: 0.6876 (+12.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.72%
Rounded target for matching: 3%
Similar historical periods found: 392
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      392       57.4%      0.26%      0.26%      1.89%        0.07%        0.45%     -5.02%      7.19%
 14 days      392       55.6%      0.33%      0.22%      2.63%       -0.04%        0.48%     -8.18%     10.90%
 30 days      392       52.6%      0.25%      0.19%      3.56%       -0.16%        0.55%    -11.54%      9.28%
 90 days      384       50.3%      0.02%      0.30%      6.24%       -0.32%        0.93%    -16.73%     22.70%
180 days      383       51.2%      0.15%      0.34%      9.56%       -0.62%        1.30%    -32.90%     37.88%
365 days      375       51.2%      0.50%     -0.72%     12.39%       -1.98%        0.54%    -31.57%     38.93%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.69%
Rounded target for matching: 6%
Similar historical periods found: 248
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      248       47.2%     -0.08%     -0.31%      1.85%       -0.54%       -0.07%     -8.75%      3.38%
 14 days      248       42.7%     -0.49%     -0.52%      2.54%       -0.84%       -0.21%     -8.07%      5.20%
 30 days      248       45.6%     -0.46%     -0.47%      3.35%       -0.89%       -0.05%     -8.98%      8.74%
 90 days      244       48.4%     -0.14%     -0.73%      5.44%       -1.41%       -0.04%    -16.31%     16.49%
180 days      244       47.5%     -0.32%      0.08%      8.64%       -1.00%        1.17%    -34.32%     25.31%
365 days      240       38.3%     -2.90%     -3.30%     10.41%       -4.63%       -1.98%    -27.36%     23.76%


========================================================================================================================

Chart 7: USDJPY=X (R² = 0.7457)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 143.80 (137.48,-4% - 145.95,+1%)
   +30d (1m): 138.56,-3.6% (134.42,-7% - 142.83,-1%)
   +60d (2m): 135.54,-5.7% (131.41,-9% - 139.81,-3%)
   +90d (3m): 132.59,-7.8% (128.44,-11% - 136.86,-5%)
   +180d (6m): 124.10,-13.7% (119.85,-17% - 128.51,-11%)
   +365d (1y): 108.33,-24.7% (103.64,-28% - 113.23,-21%)
   +EOY (182d): 123.92,-13.8% (119.66,-17% - 128.33,-11%)
   End-of-year outlook: 📉 Bearish Trend (-13.8%)
   Confidence: 74.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 182 days | EOY Target: 123.92 (-13.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.81%
Rounded target for matching: -1%
Similar historical periods found: 883
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      883       54.8%      0.16%      0.07%      1.48%       -0.03%        0.17%     -6.18%      6.96%
 14 days      883       54.8%      0.18%      0.12%      2.12%       -0.02%        0.26%     -6.21%      7.97%
 30 days      883       50.7%      0.03%      0.16%      3.08%       -0.04%        0.36%     -8.51%     10.85%
 90 days      874       54.3%      0.35%      0.70%      5.81%        0.32%        1.09%    -15.74%     20.32%
180 days      865       60.9%      1.85%      2.58%      8.61%        2.00%        3.15%    -16.13%     32.57%
365 days      861       57.8%      2.63%      5.41%     13.57%        4.50%        6.32%    -26.34%     36.46%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.75%
Rounded target for matching: -4%
Similar historical periods found: 283
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      283       52.3%      0.08%      0.09%      1.71%       -0.11%        0.29%    -11.36%      5.97%
 14 days      283       55.5%      0.14%      0.16%      2.17%       -0.09%        0.41%    -11.83%      7.62%
 30 days      283       50.5%      0.09%     -0.02%      3.15%       -0.39%        0.35%    -10.00%      8.89%
 90 days      277       52.0%      0.32%      0.45%      5.28%       -0.17%        1.08%    -14.44%     13.62%
180 days      268       48.9%     -0.25%      0.20%      7.59%       -0.71%        1.12%    -13.49%     27.54%
365 days      260       42.7%     -1.25%      0.51%     11.90%       -0.94%        1.97%    -21.38%     34.65%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6318)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6578 (0.5938,-10% - 0.6666,+1%)
   +30d (1m): 0.6267,-4.7% (0.5914,-10% - 0.6640,+1%)
   +60d (2m): 0.6242,-5.1% (0.5891,-10% - 0.6613,+1%)
   +90d (3m): 0.6217,-5.5% (0.5867,-11% - 0.6587,+0%)
   +180d (6m): 0.6142,-6.6% (0.5797,-12% - 0.6509,-1%)
   +365d (1y): 0.5993,-8.9% (0.5655,-14% - 0.6350,-3%)
   +EOY (182d): 0.6141,-6.6% (0.5795,-12% - 0.6507,-1%)
   End-of-year outlook: 📉 Bearish Trend (-6.6%)
   Confidence: 63.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 68 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 182 days | EOY Target: 0.6141 (-6.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.89%
Rounded target for matching: 2%
Similar historical periods found: 447
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      447       49.2%     -0.02%      0.00%      1.61%       -0.15%        0.15%     -5.12%      5.96%
 14 days      447       51.7%      0.08%      0.01%      2.63%       -0.24%        0.25%     -9.55%      7.36%
 30 days      447       47.7%     -0.18%      0.95%     23.83%       -1.26%        3.17%    -15.17%    498.07%
 90 days      436       46.1%     -0.31%      0.20%     25.16%       -2.17%        2.56%    -37.30%    499.40%
180 days      431       45.0%     -1.22%     -1.32%     10.47%       -2.31%       -0.32%    -33.01%     38.96%
365 days      403       41.4%     -3.03%     -1.48%     12.75%       -2.73%       -0.23%    -27.69%     38.16%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.72%
Rounded target for matching: 3%
Similar historical periods found: 305
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      305       51.5%      0.08%      0.02%      1.71%       -0.17%        0.21%     -6.04%      5.92%
 14 days      305       52.5%      0.14%      1.46%     27.59%       -1.65%        4.57%     -9.42%    480.89%
 30 days      305       51.1%      0.07%     -0.04%      3.80%       -0.46%        0.39%    -15.17%     12.28%
 90 days      296       60.8%      1.57%      0.49%      7.12%       -0.33%        1.30%    -33.26%     23.62%
180 days      296       51.0%      0.10%     -0.80%     10.31%       -1.97%        0.38%    -31.86%     43.02%
365 days      264       45.1%     -2.11%     -0.71%     12.93%       -2.27%        0.86%    -26.10%     39.50%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8347
Best R-squared: 0.942762
Average annual growth: 0.5%

Valuation breakdown:
  🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor

Optimal window distribution:
  90 days: 1 instruments (12.5%)
  120 days: 6 instruments (75.0%)
  1000 days: 1 instruments (12.5%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.958186 500 d        35.8%   $3.3K           🟡 FAIR           2.1%
2    LE=F            0.923881 1000d        14.4%   $210.75         🟡 FAIR          -1.8%
3    KC=F            0.923664 500 d        69.2%   $298.85         🟢 UNDER        -25.7%
4    DX=F            0.916089 120 d       -22.8%   $96.47          🟡 FAIR           0.0%
5    ES=F            0.911615 750 d        19.4%   $6.2K           🟡 FAIR          -0.5%
6    HE=F            0.904412 60  d       221.6%   $109.00         🟡 FAIR          -2.6%
7    PL=F            0.903062 60  d       478.7%   $1.3K           🟡 FAIR           2.2%
8    NQ=F            0.902747 750 d        27.4%   $22.7K          🟡 FAIR          -2.6%
9    SB=F            0.884782 30  d       -60.4%   $15.70          🟡 FAIR          -0.2%
10   CC=F            0.880229 750 d        85.8%   $9.0K           🟢 UNDER        -28.3%
11   YM=F            0.878233 750 d        13.2%   $44.8K          🟡 FAIR           0.4%
12   ZS=F            0.864517 750 d       -15.9%   $1.0K           🟡 FAIR           6.9%
13   PA=F            0.854084 1000d       -24.8%   $1.1K           🔴 OVER          38.9%
14   SI=F            0.853789 750 d        21.6%   $36.08          🟡 FAIR           5.0%
15   RTY=F           0.847174 60  d       103.2%   $2.2K           🟡 FAIR          -0.2%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9582)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.0K,-9% - $3.5K,+5%)
   +30d (1m): $3.4K,+1.6% ($3.2K,-5% - $3.6K,+9%)
   +60d (2m): $3.5K,+5.4% ($3.3K,-2% - $3.8K,+13%)
   +90d (3m): $3.6K,+9.3% ($3.4K,+2% - $3.9K,+17%)
   +180d (6m): $4.1K,+21.9% ($3.8K,+13% - $4.4K,+31%)
   +365d (1y): $5.1K,+52.6% ($4.7K,+42% - $5.5K,+64%)
   +EOY (182d): $4.1K,+22.2% ($3.8K,+14% - $4.4K,+31%)
   End-of-year outlook: 📈 Bullish Trend (+22.2%)
   Confidence: 95.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 182 days | EOY Target: $4.1K (+22.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.34%
Rounded target for matching: 3%
Similar historical periods found: 401
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      401       56.1%      0.27%      0.28%      2.66%        0.02%        0.54%    -11.49%     11.47%
 14 days      401       59.1%      1.15%      1.05%      3.62%        0.70%        1.41%    -13.82%     13.25%
 30 days      401       64.6%      1.78%      2.04%      5.18%        1.54%        2.55%    -16.81%     23.35%
 90 days      398       77.9%      5.63%      5.76%      8.30%        4.94%        6.57%    -22.40%     29.53%
180 days      391       82.9%     10.54%     11.30%     13.48%        9.96%       12.64%    -28.87%     64.30%
365 days      378       90.7%     21.49%     22.72%     19.48%       20.75%       24.69%    -26.29%     71.62%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.59%
Rounded target for matching: 14%
Similar historical periods found: 112
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      112       49.1%     -0.08%     -0.16%      3.14%       -0.75%        0.42%    -12.58%      6.86%
 14 days      112       48.2%     -0.18%      0.27%      3.88%       -0.46%        1.00%     -9.08%     15.03%
 30 days      112       51.8%      0.18%      0.43%      5.30%       -0.56%        1.42%    -11.73%     14.95%
 90 days      111       59.5%      4.44%      3.70%      8.27%        2.15%        5.26%    -11.02%     34.12%
180 days      109       69.7%      6.24%      7.39%     12.75%        4.97%        9.81%    -31.89%     33.58%
365 days       99       87.9%     13.04%     14.67%     16.08%       11.46%       17.88%    -26.28%     49.79%


========================================================================================================================

Chart 2: LE=F (R² = 0.9239)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $210.75 ($196.71,-7% - $234.09,+11%)
   +30d (1m): $218.05,+3.5% ($199.88,-5% - $237.88,+13%)
   +60d (2m): $221.58,+5.1% ($203.11,-4% - $241.72,+15%)
   +90d (3m): $225.15,+6.8% ($206.38,-2% - $245.63,+17%)
   +180d (6m): $236.24,+12.1% ($216.53,+3% - $257.74,+22%)
   +365d (1y): $260.77,+23.7% ($238.98,+13% - $284.54,+35%)
   +EOY (182d): $236.49,+12.2% ($216.76,+3% - $258.02,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.2%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 50 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 182 days | EOY Target: $236.49 (+12.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.70%
Rounded target for matching: -1%
Similar historical periods found: 365
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      365       55.3%      0.32%      0.28%      3.02%       -0.03%        0.59%    -13.86%     10.25%
 14 days      365       55.3%      0.52%      0.09%      4.08%       -0.33%        0.51%    -14.47%     11.03%
 30 days      365       55.9%      0.68%      0.22%      6.22%       -0.42%        0.86%    -24.33%     15.10%
 90 days      363       60.9%      2.11%      1.93%      9.65%        0.93%        2.92%    -22.69%     35.01%
180 days      357       61.9%      3.21%      2.72%     11.93%        1.48%        3.96%    -24.24%     31.91%
365 days      334       58.7%      5.55%      7.16%     17.30%        5.30%        9.02%    -32.19%     60.11%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.64%
Rounded target for matching: 7%
Similar historical periods found: 197
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      197       61.9%      0.59%      0.76%      2.73%        0.37%        1.14%     -8.03%     11.18%
 14 days      197       63.5%      1.38%      0.96%      3.64%        0.45%        1.47%    -10.58%     14.14%
 30 days      197       74.6%      2.61%      2.27%      4.45%        1.64%        2.89%    -12.11%     13.63%
 90 days      191       66.0%      3.67%      3.25%      7.72%        2.15%        4.36%    -19.23%     21.06%
180 days      186       67.2%      4.69%      4.51%      9.26%        3.17%        5.85%    -21.22%     35.47%
365 days      184       71.7%     11.82%     10.69%     16.20%        8.34%       13.05%    -30.98%     37.97%


========================================================================================================================

Chart 3: KC=F (R² = 0.9237)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $298.85 ($339.24,+14% - $477.41,+60%)
   +30d (1m): $428.45,+43.4% ($361.12,+21% - $508.33,+70%)
   +60d (2m): $456.13,+52.6% ($384.40,+29% - $541.25,+81%)
   +90d (3m): $485.61,+62.5% ($409.17,+37% - $576.32,+93%)
   +180d (6m): $585.95,+96.1% ($493.45,+65% - $695.80,+133%)
   +365d (1y): $862.09,+188.5% ($724.86,+143% - $1.0K,+243%)
   +EOY (182d): $588.40,+96.9% ($495.50,+66% - $698.72,+134%)
   End-of-year outlook: 📈 Bullish Trend (+96.9%)
   Confidence: 92.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-24%)
   📅 Days until EOY 2025: 182 days | EOY Target: $588.40 (+96.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.57%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -24.49%
Rounded target for matching: -24%
Similar historical periods found: 41
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       41       61.0%      1.36%      0.53%      5.61%       -1.24%        2.30%    -11.26%     16.08%
 14 days       41       56.1%      0.33%      0.84%      7.36%       -1.48%        3.16%    -15.93%     18.88%
 30 days       41       43.9%     -1.26%      0.44%      7.47%       -1.91%        2.80%    -12.04%     21.66%
 90 days       41       48.8%     -1.10%      2.95%     15.04%       -1.80%        7.69%    -18.25%     29.77%
180 days       41       43.9%     -6.20%     -3.59%     16.63%       -8.84%        1.66%    -33.44%     52.32%
365 days       41       75.6%     22.01%     16.85%     34.18%        6.06%       27.64%    -39.58%    159.97%


========================================================================================================================

Chart 4: DX=F (R² = 0.9161)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $96.47 ($94.37,-2% - $98.56,+2%)
   +30d (1m): $93.51,-3.1% ($91.47,-5% - $95.59,-1%)
   +60d (2m): $90.67,-6.0% ($88.65,-8% - $92.73,-4%)
   +90d (3m): $87.91,-8.9% ($85.91,-11% - $89.96,-7%)
   +180d (6m): $80.14,-16.9% ($78.13,-19% - $82.19,-15%)
   +365d (1y): $66.24,-31.3% ($64.15,-34% - $68.41,-29%)
   +EOY (182d): $79.97,-17.1% ($77.97,-19% - $82.03,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.1%)
   Confidence: 91.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $79.97 (-17.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.51%
Rounded target for matching: -4%
Similar historical periods found: 289
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      289       48.4%     -0.06%     -0.08%      1.28%       -0.23%        0.07%     -3.49%      3.44%
 14 days      289       45.7%     -0.22%     -0.31%      1.73%       -0.51%       -0.10%     -4.79%      4.88%
 30 days      289       43.9%     -0.45%     -0.59%      2.54%       -0.88%       -0.29%     -7.10%      5.58%
 90 days      264       39.8%     -1.37%     -0.87%      3.81%       -1.33%       -0.41%     -8.51%      7.62%
180 days      264       42.8%     -0.82%     -0.20%      6.65%       -1.00%        0.61%    -12.05%     21.04%
365 days      263       55.5%      0.79%     -0.67%      8.36%       -1.68%        0.35%    -19.61%     21.63%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.43%
Rounded target for matching: -9%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       54.5%      0.29%      0.19%      1.54%       -0.19%        0.56%     -3.02%      3.72%
 14 days       66       43.9%     -0.24%     -0.05%      1.95%       -0.53%        0.43%     -3.41%      4.84%
 30 days       66       50.0%      0.01%      0.23%      2.07%       -0.28%        0.74%     -3.65%      5.28%
 90 days       66       40.9%     -0.81%     -0.31%      2.86%       -1.01%        0.39%     -6.02%      6.08%
180 days       66       60.6%      1.44%      1.65%      7.28%       -0.14%        3.44%    -10.93%     13.58%
365 days       66       56.1%      0.42%     -3.32%      8.88%       -5.50%       -1.13%    -19.92%      8.92%


========================================================================================================================

Chart 5: ES=F (R² = 0.9116)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.2K ($5.7K,-8% - $6.9K,+10%)
   +30d (1m): $6.4K,+2.7% ($5.8K,-6% - $7.0K,+13%)
   +60d (2m): $6.6K,+4.9% ($6.0K,-4% - $7.2K,+15%)
   +90d (3m): $6.7K,+7.1% ($6.1K,-2% - $7.3K,+18%)
   +180d (6m): $7.1K,+14.1% ($6.5K,+4% - $7.8K,+25%)
   +365d (1y): $8.1K,+30.0% ($7.4K,+18% - $8.9K,+43%)
   +EOY (182d): $7.1K,+14.3% ($6.5K,+4% - $7.8K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+14.3%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 182 days | EOY Target: $7.1K (+14.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.45%
Rounded target for matching: 4%
Similar historical periods found: 602
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      602       62.3%      0.54%      0.20%      2.07%        0.04%        0.37%    -12.88%      6.37%
 14 days      602       67.9%      1.02%      0.46%      2.87%        0.23%        0.69%    -18.67%      8.33%
 30 days      602       66.3%      1.54%      0.76%      4.82%        0.37%        1.14%    -31.36%      9.92%
 90 days      598       66.6%      3.40%      2.17%      7.68%        1.55%        2.78%    -30.35%     24.50%
180 days      580       80.3%      8.04%      6.28%     10.93%        5.39%        7.17%    -42.35%     37.23%
365 days      552       84.2%     16.00%     13.59%     16.25%       12.23%       14.95%    -53.59%     47.20%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.64%
Rounded target for matching: 4%
Similar historical periods found: 368
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      368       60.9%      0.37%      0.23%      2.15%        0.01%        0.45%    -13.44%      5.39%
 14 days      368       67.9%      0.95%      0.44%      3.48%        0.09%        0.80%    -22.87%      8.82%
 30 days      368       70.9%      2.32%      1.27%      4.40%        0.82%        1.73%    -21.86%      9.70%
 90 days      368       70.1%      3.88%      2.49%      8.00%        1.67%        3.31%    -31.78%     21.85%
180 days      362       81.5%      7.71%      5.86%     10.41%        4.79%        6.94%    -46.98%     26.98%
365 days      359       83.8%     15.82%     13.42%     18.03%       11.55%       15.29%    -50.63%     43.27%


========================================================================================================================

Chart 6: HE=F (R² = 0.9044)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $109.00 ($106.02,-3% - $118.10,+8%)
   +30d (1m): $128.59,+18.0% ($121.40,+11% - $136.21,+25%)
   +60d (2m): $147.78,+35.6% ($138.73,+27% - $157.42,+44%)
   +90d (3m): $169.83,+55.8% ($158.30,+45% - $182.20,+67%)
   +180d (6m): $257.77,+136.5% ($233.91,+115% - $284.06,+161%)
   +365d (1y): $607.73,+457.6% ($516.62,+374% - $714.92,+556%)
   +EOY (182d): $260.17,+138.7% ($235.93,+116% - $286.90,+163%)
   End-of-year outlook: 📈 Bullish Trend (+138.7%)
   Confidence: 90.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $260.17 (+138.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.65%
Rounded target for matching: 9%
Similar historical periods found: 148
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      148       54.7%      0.64%     -0.05%      7.10%       -1.20%        1.11%    -22.48%     21.25%
 14 days      148       45.9%     -0.87%     -0.70%      9.36%       -2.22%        0.82%    -24.79%     27.14%
 30 days      148       48.0%     -1.14%      0.59%     14.20%       -1.72%        2.89%    -40.25%     35.64%
 90 days      147       34.7%     -9.70%     -2.38%     23.13%       -6.15%        1.39%    -43.10%     71.45%
180 days      147       38.8%     -4.16%     -1.63%     23.79%       -5.51%        2.25%    -50.55%    115.29%
365 days      139       44.6%     -6.06%      4.27%     29.30%       -0.64%        9.19%    -52.22%     75.78%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.13%
Rounded target for matching: 23%
Similar historical periods found: 64
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       64       54.7%      0.70%      0.12%      6.67%       -1.54%        1.79%    -19.30%     21.29%
 14 days       64       50.0%      0.13%      0.05%      6.12%       -1.48%        1.58%    -13.62%     11.73%
 30 days       64       45.3%     -0.55%      1.65%      9.77%       -0.79%        4.09%    -16.56%     31.02%
 90 days       64       23.4%    -11.34%     -4.91%     21.98%      -10.40%        0.58%    -28.61%     68.35%
180 days       64       35.9%     -6.44%     -2.93%     19.93%       -7.91%        2.05%    -28.40%     69.55%
365 days       59       27.1%    -11.93%     -5.88%     28.43%      -13.28%        1.53%    -39.42%     67.63%


========================================================================================================================

Chart 7: PL=F (R² = 0.9031)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $1.3K ($1.2K,-10% - $1.4K,+6%)
   +30d (1m): $1.6K,+20.6% ($1.5K,+11% - $1.8K,+32%)
   +60d (2m): $2.0K,+48.7% ($1.8K,+35% - $2.2K,+64%)
   +90d (3m): $2.5K,+83.2% ($2.2K,+65% - $2.7K,+104%)
   +180d (6m): $4.6K,+243.0% ($4.0K,+196% - $5.3K,+297%)
   +365d (1y): $16.8K,+1144.7% ($13.1K,+873% - $21.4K,+1492%)
   +EOY (182d): $4.7K,+247.8% ($4.0K,+200% - $5.4K,+303%)
   End-of-year outlook: 📈 Bullish Trend (+247.8%)
   Confidence: 90.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $4.7K (+247.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 37.58%
Rounded target for matching: 38%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -0.14%     -1.57%      5.08%       -6.26%        3.13%    -13.55%      2.53%
 14 days        7       42.9%     -2.05%     -6.33%     18.63%      -23.57%       10.90%    -50.67%      8.97%
 30 days        7       42.9%     -0.25%     -7.99%     21.70%      -28.06%       12.07%    -60.03%      7.97%
 90 days        7       42.9%     -9.52%     -5.97%     17.71%      -22.35%       10.42%    -40.94%     19.44%
180 days        7       57.1%      5.03%     -3.35%     16.12%      -18.26%       11.56%    -22.55%     16.72%
365 days        7       42.9%    -11.25%     -1.81%     23.27%      -23.33%       19.72%    -28.67%     36.90%


========================================================================================================================

Chart 8: NQ=F (R² = 0.9027)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.7K ($20.4K,-10% - $26.7K,+17%)
   +30d (1m): $24.0K,+5.7% ($21.0K,-8% - $27.4K,+21%)
   +60d (2m): $24.7K,+8.8% ($21.6K,-5% - $28.2K,+24%)
   +90d (3m): $25.4K,+12.0% ($22.2K,-2% - $29.1K,+28%)
   +180d (6m): $27.7K,+22.1% ($24.2K,+7% - $31.7K,+40%)
   +365d (1y): $33.1K,+45.9% ($28.9K,+27% - $37.9K,+67%)
   +EOY (182d): $27.8K,+22.3% ($24.3K,+7% - $31.8K,+40%)
   End-of-year outlook: 📈 Bullish Trend (+22.3%)
   Confidence: 90.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $27.8K (+22.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.42%
Rounded target for matching: 5%
Similar historical periods found: 410
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      410       54.4%      0.37%      0.20%      2.59%       -0.05%        0.45%    -11.13%      8.12%
 14 days      410       61.0%      0.93%      0.59%      3.74%        0.22%        0.95%    -14.69%     11.20%
 30 days      410       64.9%      2.27%      1.34%      6.29%        0.73%        1.95%    -30.36%     21.11%
 90 days      410       79.3%      5.46%      4.41%      9.13%        3.52%        5.29%    -38.65%     30.89%
180 days      396       83.6%     11.58%     10.57%     13.70%        9.21%       11.92%    -53.44%     45.19%
365 days      381       88.7%     21.48%     20.94%     21.91%       18.74%       23.15%    -64.11%     69.60%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.67%
Rounded target for matching: 5%
Similar historical periods found: 258
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      258       68.6%      1.15%      0.82%      2.87%        0.47%        1.17%    -14.01%      7.96%
 14 days      258       72.5%      2.16%      1.51%      3.71%        1.05%        1.96%    -14.69%     10.44%
 30 days      258       78.3%      4.04%      3.24%      5.25%        2.60%        3.88%    -17.97%     13.57%
 90 days      258       64.7%      5.36%      3.21%     12.42%        1.68%        4.73%    -39.28%     33.23%
180 days      252       74.2%     10.97%      9.53%     17.17%        7.40%       11.66%    -42.78%     47.73%
365 days      249       78.3%     17.39%     17.93%     28.81%       14.34%       21.53%    -43.42%     80.43%


========================================================================================================================

Chart 9: SB=F (R² = 0.8848)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.70 ($15.34,-2% - $16.12,+3%)
   +30d (1m): $14.08,-10.3% ($13.63,-13% - $14.55,-7%)
   +60d (2m): $12.61,-19.7% ($12.07,-23% - $13.18,-16%)
   +90d (3m): $11.30,-28.1% ($10.67,-32% - $11.96,-24%)
   +180d (6m): $8.11,-48.3% ($7.35,-53% - $8.96,-43%)
   +365d (1y): $4.11,-73.8% ($3.40,-78% - $4.97,-68%)
   +EOY (182d): $8.05,-48.7% ($7.29,-54% - $8.91,-43%)
   End-of-year outlook: 📉 Bearish Trend (-48.7%)
   Confidence: 88.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $8.05 (-48.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -10.39%
Rounded target for matching: -10%
Similar historical periods found: 149
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      149       55.0%      0.54%      0.98%      5.48%        0.09%        1.86%    -16.36%     15.81%
 14 days      149       55.0%      1.45%      1.26%      6.93%        0.14%        2.38%    -15.38%     22.22%
 30 days      149       61.1%      2.11%      2.68%     10.27%        1.02%        4.35%    -21.68%     29.66%
 90 days      147       44.9%     -2.53%      2.23%     16.88%       -0.52%        4.98%    -27.03%     89.05%
180 days      139       46.0%     -4.54%      4.71%     30.30%       -0.38%        9.79%    -34.90%    113.22%
365 days      131       54.2%      7.30%      8.67%     37.35%        2.22%       15.13%    -44.39%    132.79%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -25.42%
Rounded target for matching: -25%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       65.8%      2.61%      1.93%      6.36%       -0.16%        4.02%    -13.48%     12.62%
 14 days       38       57.9%      2.87%      1.79%      8.00%       -0.84%        4.42%    -18.69%     15.16%
 30 days       38       55.3%      1.54%      0.25%     10.87%       -3.33%        3.82%    -20.56%     20.84%
 90 days       38       52.6%      2.90%      5.34%     15.11%        0.37%       10.31%    -15.15%     29.42%
180 days       38       55.3%     10.53%     22.58%     38.29%        9.99%       35.17%    -27.15%    102.53%
365 days       37       78.4%     14.44%     28.03%     35.91%       16.06%       40.00%    -29.79%     88.27%


========================================================================================================================

Chart 10: CC=F (R² = 0.8802)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.0K ($8.5K,-5% - $18.5K,+105%)
   +30d (1m): $13.5K,+50.1% ($9.2K,+2% - $19.9K,+121%)
   +60d (2m): $14.5K,+61.5% ($9.9K,+10% - $21.4K,+138%)
   +90d (3m): $15.7K,+73.9% ($10.6K,+18% - $23.0K,+156%)
   +180d (6m): $19.5K,+117.0% ($13.3K,+47% - $28.8K,+220%)
   +365d (1y): $30.8K,+241.9% ($20.9K,+132% - $45.4K,+404%)
   +EOY (182d): $19.6K,+118.0% ($13.3K,+48% - $28.9K,+221%)
   End-of-year outlook: 📈 Bullish Trend (+118.0%)
   Confidence: 88.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $19.6K (+118.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.42%
Rounded target for matching: -17%
Similar historical periods found: 47
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       47       57.4%      0.77%      0.20%      5.82%       -1.51%        1.91%    -11.12%     14.89%
 14 days       47       57.4%      0.96%      0.90%      5.52%       -0.72%        2.52%    -11.86%     13.54%
 30 days       47       63.8%      3.05%      3.67%      8.43%        1.19%        6.14%    -13.59%     23.97%
 90 days       44       47.7%     -0.76%      2.49%     17.24%       -2.76%        7.73%    -26.72%     54.63%
180 days       44       43.2%     -2.20%      3.33%     22.72%       -3.57%       10.24%    -32.51%     65.93%
365 days       43       62.8%      7.17%     14.03%     42.51%        0.95%       27.11%    -35.53%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.67%
Rounded target for matching: -11%
Similar historical periods found: 140
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      140       45.0%     -0.46%     -0.56%      4.80%       -1.36%        0.24%    -18.58%     15.24%
 14 days      140       55.0%      0.48%      0.26%      6.25%       -0.79%        1.30%    -19.24%     18.05%
 30 days      140       65.0%      1.80%      1.66%      9.00%        0.15%        3.16%    -21.89%     51.01%
 90 days      140       65.7%      4.02%      5.25%     15.12%        2.72%        7.77%    -30.43%     50.72%
180 days      140       80.0%     11.12%     12.74%     21.36%        9.17%       16.31%    -30.99%     72.38%
365 days      138       68.8%     12.06%     28.51%     47.44%       20.52%       36.49%    -33.60%    226.75%


========================================================================================================================

Chart 11: YM=F (R² = 0.8782)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $44.8K ($41.3K,-8% - $48.3K,+8%)
   +30d (1m): $45.3K,+1.1% ($41.9K,-6% - $49.0K,+9%)
   +60d (2m): $46.0K,+2.6% ($42.5K,-5% - $49.7K,+11%)
   +90d (3m): $46.7K,+4.1% ($43.2K,-4% - $50.5K,+13%)
   +180d (6m): $48.8K,+8.9% ($45.1K,+1% - $52.7K,+18%)
   +365d (1y): $53.4K,+19.2% ($49.4K,+10% - $57.8K,+29%)
   +EOY (182d): $48.8K,+9.0% ($45.2K,+1% - $52.8K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+9.0%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 182 days | EOY Target: $48.8K (+9.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.48%
Rounded target for matching: 4%
Similar historical periods found: 508
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      508       56.7%      0.34%      0.01%      1.93%       -0.15%        0.18%     -8.64%      6.04%
 14 days      508       60.2%      0.73%      0.19%      2.70%       -0.04%        0.43%    -12.18%      8.16%
 30 days      508       63.6%      1.41%      0.70%      4.27%        0.33%        1.08%    -24.30%     13.60%
 90 days      507       68.4%      2.66%      2.15%      7.16%        1.52%        2.77%    -26.50%     21.21%
180 days      487       77.2%      6.33%      5.34%     10.05%        4.45%        6.24%    -39.25%     29.06%
365 days      468       89.1%     14.00%     12.25%     13.72%       11.00%       13.49%    -52.30%     42.89%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.04%
Rounded target for matching: 3%
Similar historical periods found: 341
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      341       59.5%      0.43%      0.28%      1.84%        0.08%        0.47%     -6.88%      5.77%
 14 days      341       61.3%      0.76%      0.68%      2.48%        0.41%        0.94%     -7.00%      9.14%
 30 days      341       68.9%      1.49%      1.14%      3.53%        0.77%        1.52%    -12.66%     11.76%
 90 days      341       71.0%      3.19%      2.17%      8.03%        1.31%        3.03%    -33.12%     17.20%
180 days      337       71.2%      6.37%      4.09%     10.43%        2.97%        5.21%    -38.49%     26.31%
365 days      324       80.6%     12.75%     10.24%     17.11%        8.37%       12.11%    -52.93%     38.93%


========================================================================================================================

Chart 12: ZS=F (R² = 0.8645)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($853.74,-17% - $1.1K,+5%)
   +30d (1m): $939.29,-8.3% ($836.26,-18% - $1.1K,+3%)
   +60d (2m): $920.09,-10.2% ($819.13,-20% - $1.0K,+1%)
   +90d (3m): $901.28,-12.0% ($802.35,-22% - $1.0K,-1%)
   +180d (6m): $847.13,-17.3% ($754.03,-26% - $951.72,-7%)
   +365d (1y): $745.82,-27.2% ($663.60,-35% - $838.24,-18%)
   +EOY (182d): $845.96,-17.4% ($752.99,-27% - $950.42,-7%)
   End-of-year outlook: 📉 Bearish Trend (-17.4%)
   Confidence: 86.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 23 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 182 days | EOY Target: $845.96 (-17.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.40%
Rounded target for matching: -2%
Similar historical periods found: 324
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      324       49.1%     -0.07%     -0.12%      3.47%       -0.50%        0.26%    -15.42%      9.77%
 14 days      324       50.3%      0.12%     -0.18%      5.43%       -0.77%        0.42%    -21.82%     17.63%
 30 days      324       59.9%      1.38%      0.62%      7.63%       -0.21%        1.46%    -20.08%     23.27%
 90 days      320       57.8%      2.67%      3.06%     15.29%        1.37%        4.74%    -45.77%     45.83%
180 days      310       50.0%     -0.19%      6.18%     23.59%        3.54%        8.81%    -50.13%     79.05%
365 days      306       60.5%      6.72%     11.73%     32.89%        8.03%       15.43%    -43.27%    126.55%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.98%
Rounded target for matching: -2%
Similar historical periods found: 188
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      188       59.0%      0.51%      0.19%      4.19%       -0.41%        0.80%    -27.83%     13.92%
 14 days      188       43.6%     -0.88%     -0.30%      5.98%       -1.16%        0.56%    -34.36%     20.16%
 30 days      188       43.6%     -0.96%     -0.04%      8.75%       -1.30%        1.22%    -31.94%     28.04%
 90 days      188       54.3%      0.60%      3.13%     15.24%        0.94%        5.32%    -43.45%     42.49%
180 days      187       54.0%      3.60%      7.93%     22.36%        4.70%       11.15%    -29.64%     80.91%
365 days      180       61.7%      9.26%     15.47%     36.78%       10.06%       20.88%    -37.40%    141.42%


========================================================================================================================

Chart 13: PA=F (R² = 0.8541)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($610.91,-45% - $1.0K,-6%)
   +30d (1m): $769.59,-30.4% ($590.55,-47% - $1.0K,-9%)
   +60d (2m): $743.98,-32.7% ($570.86,-48% - $969.59,-12%)
   +90d (3m): $719.21,-34.9% ($551.82,-50% - $937.37,-15%)
   +180d (6m): $649.75,-41.2% ($498.44,-55% - $846.99,-23%)
   +365d (1y): $527.32,-52.3% ($404.34,-63% - $687.70,-38%)
   +EOY (182d): $648.28,-41.4% ($497.31,-55% - $845.08,-24%)
   End-of-year outlook: 📉 Bearish Trend (-41.4%)
   Confidence: 85.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 182 days | EOY Target: $648.28 (-41.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.90%
Rounded target for matching: 13%
Similar historical periods found: 110
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      110       57.3%      0.99%      1.35%      6.20%        0.18%        2.52%    -16.55%     19.32%
 14 days      110       60.9%      2.25%      3.24%     12.16%        0.94%        5.54%    -22.97%     65.83%
 30 days      110       67.3%      4.24%      5.89%     13.25%        3.39%        8.40%    -27.08%     43.35%
 90 days      110       62.7%      6.42%     11.14%     24.26%        6.55%       15.72%    -43.71%     70.93%
180 days      107       75.7%     19.17%     20.21%     34.89%       13.52%       26.90%    -68.14%    143.56%
365 days      103       68.9%     18.50%     32.23%     68.16%       18.90%       45.55%    -69.11%    271.14%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.88%
Rounded target for matching: 12%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       56.0%      0.51%      0.39%      5.34%       -0.67%        1.45%    -12.04%     20.84%
 14 days      100       62.0%      1.72%      1.16%      5.78%        0.01%        2.31%    -11.90%     22.66%
 30 days      100       63.0%      2.14%      1.88%      8.75%        0.14%        3.61%    -17.72%     31.81%
 90 days      100       64.0%      8.36%      8.83%     21.61%        4.55%       13.12%    -31.54%    111.20%
180 days       98       59.2%      5.59%      7.23%     23.99%        2.41%       12.04%    -43.25%     81.11%
365 days       96       66.7%     16.90%     17.64%     42.90%        8.95%       26.33%    -53.42%    210.38%


========================================================================================================================

Chart 14: SI=F (R² = 0.8538)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $36.08 ($29.96,-17% - $39.41,+9%)
   +30d (1m): $35.17,-2.5% ($30.67,-15% - $40.34,+12%)
   +60d (2m): $36.00,-0.2% ($31.39,-13% - $41.29,+14%)
   +90d (3m): $36.85,+2.1% ($32.13,-11% - $42.26,+17%)
   +180d (6m): $39.52,+9.5% ($34.45,-5% - $45.33,+26%)
   +365d (1y): $45.62,+26.4% ($39.75,+10% - $52.36,+45%)
   +EOY (182d): $39.58,+9.7% ($34.50,-4% - $45.40,+26%)
   End-of-year outlook: 📈 Bullish Trend (+9.7%)
   Confidence: 85.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 182 days | EOY Target: $39.58 (+9.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.66%
Rounded target for matching: 12%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      124       46.8%     -0.42%      0.04%      5.30%       -0.90%        0.98%    -15.46%     15.79%
 14 days      124       49.2%     -0.39%      0.92%      7.05%       -0.33%        2.18%    -13.73%     19.26%
 30 days      124       50.8%      0.52%      1.44%     12.63%       -0.80%        3.69%    -28.35%     62.29%
 90 days      124       54.8%      1.35%      4.06%     19.70%        0.56%        7.56%    -51.83%     63.23%
180 days      120       55.8%      2.23%      5.15%     24.78%        0.67%        9.63%    -44.89%     90.47%
365 days      111       56.8%      7.51%     18.19%     39.60%       10.74%       25.64%    -34.57%    139.29%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.42%
Rounded target for matching: 9%
Similar historical periods found: 123
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      123       58.5%      0.69%      1.03%      4.45%        0.24%        1.82%    -10.21%     11.19%
 14 days      123       53.7%      0.49%      1.23%      6.92%       -0.01%        2.46%    -14.43%     20.31%
 30 days      123       48.0%     -0.15%      2.29%      8.59%        0.75%        3.82%    -12.69%     23.02%
 90 days      118       46.6%     -1.63%      3.08%     18.74%       -0.34%        6.50%    -35.16%     55.83%
180 days      116       50.9%      1.06%      4.35%     22.97%        0.12%        8.57%    -43.52%    109.43%
365 days      107       58.9%      5.42%     16.42%     36.79%        9.37%       23.47%    -41.13%    112.68%


========================================================================================================================

Chart 15: RTY=F (R² = 0.8472)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $2.2K ($2.1K,-4% - $2.3K,+5%)
   +30d (1m): $2.4K,+9.0% ($2.3K,+4% - $2.5K,+14%)
   +60d (2m): $2.6K,+18.6% ($2.5K,+13% - $2.8K,+25%)
   +90d (3m): $2.9K,+29.1% ($2.7K,+22% - $3.0K,+36%)
   +180d (6m): $3.7K,+66.3% ($3.4K,+54% - $4.0K,+80%)
   +365d (1y): $6.2K,+179.8% ($5.4K,+146% - $7.0K,+218%)
   +EOY (182d): $3.7K,+67.2% ($3.4K,+55% - $4.0K,+81%)
   End-of-year outlook: 📈 Bullish Trend (+67.2%)
   Confidence: 84.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $3.7K (+67.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RTY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.93%
Rounded target for matching: 5%
Similar historical periods found: 121
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      121       46.3%     -0.09%     -0.20%      3.01%       -0.74%        0.34%     -9.04%     11.07%
 14 days      121       52.9%      0.18%     -0.21%      3.74%       -0.89%        0.46%    -10.27%     10.53%
 30 days      121       58.7%      0.76%      1.06%      5.19%        0.13%        2.00%    -12.96%     15.23%
 90 days      121       49.6%     -0.05%     -2.39%     15.04%       -5.10%        0.32%    -37.49%     41.18%
180 days      114       38.6%     -4.06%      0.55%     13.93%       -2.04%        3.13%    -28.17%     44.02%
365 days       96       60.4%      7.75%     11.41%     20.36%        7.29%       15.54%    -27.08%     48.67%


========================================================================================================================
RTY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.64%
Rounded target for matching: 1%
Similar historical periods found: 95
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       95       61.1%      0.94%      0.61%      3.01%       -0.00%        1.22%     -7.26%     11.82%
 14 days       95       68.4%      1.74%      1.12%      4.41%        0.22%        2.01%    -12.42%     11.70%
 30 days       95       68.4%      2.73%      1.50%      5.29%        0.42%        2.58%    -16.58%     11.47%
 90 days       95       56.8%      1.44%     -0.91%     12.03%       -3.36%        1.54%    -37.49%     19.87%
180 days       92       31.5%     -6.14%     -5.12%     11.09%       -7.42%       -2.82%    -32.42%     15.26%
365 days       83       66.3%     13.80%     12.68%     22.99%        7.66%       17.70%    -23.46%     53.38%


========================================================================================================================

========================================================================================================================
🟢 TOP 3 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             28.3%  0.880229     85.8%   $9.0K              39.4%  750 d
2    KC=F             25.7%  0.923664     69.2%   $298.85            34.7%  500 d
3    NG=F             17.5%  0.726049     78.9%   $3.41              21.2%  365 d

📊 DISPLAYING ALL 3 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 28.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.0K ($8.5K,-5% - $18.5K,+105%)
   +30d (1m): $13.5K,+50.1% ($9.2K,+2% - $19.9K,+121%)
   +60d (2m): $14.5K,+61.5% ($9.9K,+10% - $21.4K,+138%)
   +90d (3m): $15.7K,+73.9% ($10.6K,+18% - $23.0K,+156%)
   +180d (6m): $19.5K,+117.0% ($13.3K,+47% - $28.8K,+220%)
   +365d (1y): $30.8K,+241.9% ($20.9K,+132% - $45.4K,+404%)
   +EOY (182d): $19.6K,+118.0% ($13.3K,+48% - $28.9K,+221%)
   End-of-year outlook: 📈 Bullish Trend (+118.0%)
   Confidence: 88.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $19.6K (+118.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.42%
Rounded target for matching: -17%
Similar historical periods found: 47
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       47       57.4%      0.77%      0.20%      5.82%       -1.51%        1.91%    -11.12%     14.89%
 14 days       47       57.4%      0.96%      0.90%      5.52%       -0.72%        2.52%    -11.86%     13.54%
 30 days       47       63.8%      3.05%      3.67%      8.43%        1.19%        6.14%    -13.59%     23.97%
 90 days       44       47.7%     -0.76%      2.49%     17.24%       -2.76%        7.73%    -26.72%     54.63%
180 days       44       43.2%     -2.20%      3.33%     22.72%       -3.57%       10.24%    -32.51%     65.93%
365 days       43       62.8%      7.17%     14.03%     42.51%        0.95%       27.11%    -35.53%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.67%
Rounded target for matching: -11%
Similar historical periods found: 140
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      140       45.0%     -0.46%     -0.56%      4.80%       -1.36%        0.24%    -18.58%     15.24%
 14 days      140       55.0%      0.48%      0.26%      6.25%       -0.79%        1.30%    -19.24%     18.05%
 30 days      140       65.0%      1.80%      1.66%      9.00%        0.15%        3.16%    -21.89%     51.01%
 90 days      140       65.7%      4.02%      5.25%     15.12%        2.72%        7.77%    -30.43%     50.72%
180 days      140       80.0%     11.12%     12.74%     21.36%        9.17%       16.31%    -30.99%     72.38%
365 days      138       68.8%     12.06%     28.51%     47.44%       20.52%       36.49%    -33.60%    226.75%


========================================================================================================================

Chart 2: KC=F (Undervalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $298.85 ($339.24,+14% - $477.41,+60%)
   +30d (1m): $428.45,+43.4% ($361.12,+21% - $508.33,+70%)
   +60d (2m): $456.13,+52.6% ($384.40,+29% - $541.25,+81%)
   +90d (3m): $485.61,+62.5% ($409.17,+37% - $576.32,+93%)
   +180d (6m): $585.95,+96.1% ($493.45,+65% - $695.80,+133%)
   +365d (1y): $862.09,+188.5% ($724.86,+143% - $1.0K,+243%)
   +EOY (182d): $588.40,+96.9% ($495.50,+66% - $698.72,+134%)
   End-of-year outlook: 📈 Bullish Trend (+96.9%)
   Confidence: 92.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-24%)
   📅 Days until EOY 2025: 182 days | EOY Target: $588.40 (+96.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.57%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -24.49%
Rounded target for matching: -24%
Similar historical periods found: 41
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       41       61.0%      1.36%      0.53%      5.61%       -1.24%        2.30%    -11.26%     16.08%
 14 days       41       56.1%      0.33%      0.84%      7.36%       -1.48%        3.16%    -15.93%     18.88%
 30 days       41       43.9%     -1.26%      0.44%      7.47%       -1.91%        2.80%    -12.04%     21.66%
 90 days       41       48.8%     -1.10%      2.95%     15.04%       -1.80%        7.69%    -18.25%     29.77%
180 days       41       43.9%     -6.20%     -3.59%     16.63%       -8.84%        1.66%    -33.44%     52.32%
365 days       41       75.6%     22.01%     16.85%     34.18%        6.06%       27.64%    -39.58%    159.97%


========================================================================================================================

Chart 3: NG=F (Undervalued by 17.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $3.41 ($3.08,-10% - $5.56,+63%)
   +30d (1m): $4.44,+29.9% ($3.30,-3% - $5.97,+75%)
   +60d (2m): $4.76,+39.3% ($3.54,+4% - $6.40,+87%)
   +90d (3m): $5.10,+49.3% ($3.79,+11% - $6.86,+101%)
   +180d (6m): $6.27,+83.7% ($4.65,+36% - $8.46,+148%)
   +365d (1y): $9.62,+181.7% ($7.09,+108% - $13.05,+282%)
   +EOY (182d): $6.30,+84.6% ($4.67,+37% - $8.50,+149%)
   End-of-year outlook: 📈 Bullish Trend (+84.6%)
   Confidence: 72.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-19%)
   📅 Days until EOY 2025: 182 days | EOY Target: $6.30 (+84.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.70%
Rounded target for matching: 10%
Similar historical periods found: 71
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       62.0%      1.79%      2.11%     11.08%       -0.51%        4.73%    -28.65%     38.39%
 14 days       71       43.7%     -0.71%      0.94%     14.73%       -2.55%        4.42%    -40.76%     40.48%
 30 days       71       56.3%      3.26%      4.33%     19.71%       -0.33%        9.00%    -62.61%     43.49%
 90 days       69       44.9%     -3.94%      6.27%     33.39%       -1.75%       14.29%    -63.48%    116.50%
180 days       66       45.5%     -6.74%      3.00%     40.86%       -7.05%       13.05%    -67.21%     86.34%
365 days       64       50.0%      0.89%     15.03%     66.67%       -1.62%       31.68%    -69.89%    247.84%


========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -19.34%
Rounded target for matching: -19%
Similar historical periods found: 72
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       72       51.4%      0.43%      1.36%      8.17%       -0.56%        3.27%    -19.05%     20.69%
 14 days       72       50.0%      0.28%      2.35%     14.71%       -1.11%        5.81%    -39.46%     50.21%
 30 days       72       59.7%      4.14%      6.53%     23.10%        1.10%       11.96%    -55.31%     67.78%
 90 days       72       61.1%      7.90%     10.55%     36.81%        1.90%       19.20%    -65.49%    111.36%
180 days       69       62.3%     17.43%     17.68%     42.69%        7.43%       27.94%    -57.98%    105.02%
365 days       68       55.9%     14.82%     20.97%     64.03%        5.47%       36.46%    -66.38%    262.82%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             38.9%  0.854084    -24.8%   $1.1K              28.0%  1000d
2    HO=F             12.2%  0.719651    -17.3%   $2.33              10.9%  500 d

📊 DISPLAYING ALL 2 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 38.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($610.91,-45% - $1.0K,-6%)
   +30d (1m): $769.59,-30.4% ($590.55,-47% - $1.0K,-9%)
   +60d (2m): $743.98,-32.7% ($570.86,-48% - $969.59,-12%)
   +90d (3m): $719.21,-34.9% ($551.82,-50% - $937.37,-15%)
   +180d (6m): $649.75,-41.2% ($498.44,-55% - $846.99,-23%)
   +365d (1y): $527.32,-52.3% ($404.34,-63% - $687.70,-38%)
   +EOY (182d): $648.28,-41.4% ($497.31,-55% - $845.08,-24%)
   End-of-year outlook: 📉 Bearish Trend (-41.4%)
   Confidence: 85.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 182 days | EOY Target: $648.28 (-41.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.90%
Rounded target for matching: 13%
Similar historical periods found: 110
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      110       57.3%      0.99%      1.35%      6.20%        0.18%        2.52%    -16.55%     19.32%
 14 days      110       60.9%      2.25%      3.24%     12.16%        0.94%        5.54%    -22.97%     65.83%
 30 days      110       67.3%      4.24%      5.89%     13.25%        3.39%        8.40%    -27.08%     43.35%
 90 days      110       62.7%      6.42%     11.14%     24.26%        6.55%       15.72%    -43.71%     70.93%
180 days      107       75.7%     19.17%     20.21%     34.89%       13.52%       26.90%    -68.14%    143.56%
365 days      103       68.9%     18.50%     32.23%     68.16%       18.90%       45.55%    -69.11%    271.14%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.88%
Rounded target for matching: 12%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       56.0%      0.51%      0.39%      5.34%       -0.67%        1.45%    -12.04%     20.84%
 14 days      100       62.0%      1.72%      1.16%      5.78%        0.01%        2.31%    -11.90%     22.66%
 30 days      100       63.0%      2.14%      1.88%      8.75%        0.14%        3.61%    -17.72%     31.81%
 90 days      100       64.0%      8.36%      8.83%     21.61%        4.55%       13.12%    -31.54%    111.20%
180 days       98       59.2%      5.59%      7.23%     23.99%        2.41%       12.04%    -43.25%     81.11%
365 days       96       66.7%     16.90%     17.64%     42.90%        8.95%       26.33%    -53.42%    210.38%


========================================================================================================================

Chart 2: HO=F (Overvalued by 12.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.33 ($1.81,-22% - $2.37,+2%)
   +30d (1m): $2.03,-12.9% ($1.77,-24% - $2.32,-0%)
   +60d (2m): $1.98,-14.8% ($1.73,-26% - $2.27,-3%)
   +90d (3m): $1.94,-16.7% ($1.69,-27% - $2.22,-5%)
   +180d (6m): $1.81,-22.2% ($1.58,-32% - $2.07,-11%)
   +365d (1y): $1.57,-32.4% ($1.37,-41% - $1.80,-22%)
   +EOY (182d): $1.81,-22.3% ($1.58,-32% - $2.07,-11%)
   End-of-year outlook: 📉 Bearish Trend (-22.3%)
   Confidence: 72.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.81 (-22.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.36%
Rounded target for matching: 9%
Similar historical periods found: 149
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      149       54.4%      0.33%      0.48%      5.62%       -0.43%        1.39%    -12.49%     17.56%
 14 days      149       61.1%      1.51%      1.57%      7.02%        0.43%        2.70%    -19.65%     21.18%
 30 days      149       57.0%      2.94%      1.59%     11.25%       -0.23%        3.42%    -25.63%     39.18%
 90 days      149       65.1%      5.27%      5.70%     17.24%        2.90%        8.49%    -28.85%     54.08%
180 days      144       66.7%     11.21%     12.87%     29.36%        8.03%       17.70%    -54.12%     83.66%
365 days      142       64.1%     17.02%     24.45%     52.28%       15.78%       33.12%    -57.56%    258.64%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.33%
Rounded target for matching: -4%
Similar historical periods found: 146
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      146       56.2%      0.65%      0.04%      5.34%       -0.84%        0.91%    -16.93%     14.16%
 14 days      146       48.6%     -0.47%     -0.18%      7.46%       -1.40%        1.04%    -20.59%     20.36%
 30 days      146       48.6%     -0.18%     -0.22%      9.81%       -1.83%        1.38%    -30.56%     39.77%
 90 days      139       43.9%     -3.48%     -5.59%     22.15%       -9.31%       -1.88%    -57.46%     75.21%
180 days      137       35.8%     -5.67%     -6.17%     29.40%      -11.13%       -1.20%    -54.28%     91.73%
365 days      131       38.9%     -4.21%     -1.72%     45.88%       -9.64%        6.21%    -65.73%    246.56%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.8014
Best R-squared: 0.958186
Average annual growth: 32.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 19 (65.5%) - Hold/Monitor
  🟢 UNDERVALUED: 3 (10.3%) - Buy Opportunities
  🔴 OVERVALUED: 2 (6.9%) - Sell Warnings

Optimal window distribution:
  30 days: 6 instruments (20.7%)
  60 days: 3 instruments (10.3%)
  120 days: 1 instruments (3.4%)
  180 days: 1 instruments (3.4%)
  365 days: 3 instruments (10.3%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 3
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    ^IBEX           0.928802 504 d        23.1%   14.0K           🟡 FAIR           2.3%
2    ^KS11           0.922710 42  d       290.6%   3.1K            🟡 FAIR          -0.1%
3    ^GDAXI          0.916099 504 d        24.8%   23.7K           🟡 FAIR           2.0%
4    ^GSPTSE         0.907715 504 d        17.1%   26.9K           🟡 FAIR           1.5%
5    ^BSESN          0.868166 1008d        12.2%   83.7K           🟡 FAIR           1.4%
6    IMOEX.ME        0.863544 504 d        33.9%   3.2K            🟢 UNDER        -10.8%
7    ^BVSP           0.859170 126 d        37.0%   139.5K          🟡 FAIR          -0.6%
8    ^NSEI           0.858962 1008d        12.9%   25.5K           🟡 FAIR           1.8%
9    ^IXIC           0.848309 63  d       164.8%   20.2K           🟡 FAIR          -2.0%
10   ^AXJO           0.845866 42  d        35.5%   8.5K            🟡 FAIR          -1.0%
11   ^HSI            0.837059 378 d        32.7%   24.1K           🟡 FAIR           1.4%
12   ^FTSE           0.826805 504 d         9.1%   8.8K            🟡 FAIR           0.1%
13   ^GSPC           0.824297 504 d        19.6%   6.2K            🟡 FAIR          -1.1%
14   ^RUI            0.821626 504 d        19.5%   3.4K            🟡 FAIR          -1.0%
15   ^N225           0.803654 21  d       121.0%   40.0K           🟡 FAIR           0.5%

📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: ^IBEX (R² = 0.9288)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 14.0K (12.8K,-8% - 14.6K,+4%)
   +30d (1m): 14.0K,+0.2% (13.1K,-6% - 15.0K,+7%)
   +60d (2m): 14.4K,+2.7% (13.5K,-4% - 15.3K,+10%)
   +90d (3m): 14.7K,+5.3% (13.8K,-1% - 15.7K,+12%)
   +180d (6m): 15.9K,+13.4% (14.8K,+6% - 16.9K,+21%)
   +365d (1y): 18.5K,+32.0% (17.3K,+24% - 19.7K,+41%)
   +EOY (182d): 15.9K,+13.6% (14.9K,+6% - 17.0K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+13.6%)
   Confidence: 92.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 182 days | EOY Target: 15.9K (+13.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.35%
Rounded target for matching: -2%
Similar historical periods found: 454
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      454       58.1%      0.48%      0.32%      3.33%        0.01%        0.63%    -19.54%     18.34%
 14 days      454       57.5%      0.60%      0.46%      5.07%       -0.01%        0.93%    -30.25%     21.14%
 30 days      454       59.0%      1.17%      0.68%      7.44%       -0.01%        1.36%    -35.06%     23.62%
 90 days      451       57.0%      1.78%      1.78%     11.87%        0.68%        2.87%    -32.61%     36.44%
180 days      443       58.0%      5.24%      4.46%     17.07%        2.86%        6.05%    -41.61%     61.78%
365 days      427       53.2%      4.14%      7.62%     27.44%        5.01%       10.23%    -51.53%    114.60%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.87%
Rounded target for matching: 8%
Similar historical periods found: 226
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      226       52.7%      0.14%     -0.18%      2.66%       -0.53%        0.17%     -7.55%      6.77%
 14 days      226       51.8%      0.25%     -0.28%      3.93%       -0.80%        0.23%    -10.94%     14.68%
 30 days      226       54.4%      0.37%      0.34%      5.97%       -0.44%        1.12%    -22.45%     16.60%
 90 days      223       64.6%      4.60%      3.26%     10.89%        1.82%        4.70%    -29.94%     41.35%
180 days      215       71.2%      8.57%      5.62%     14.91%        3.61%        7.62%    -30.39%     52.06%
365 days      204       60.3%     10.63%     12.62%     31.88%        8.22%       17.03%    -45.21%    117.86%


========================================================================================================================

Chart 2: ^KS11 (R² = 0.9227)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 3.1K (3.0K,-4% - 3.2K,+4%)
   +30d (1m): 3.6K,+17.8% (3.5K,+12% - 3.8K,+23%)
   +60d (2m): 4.3K,+38.5% (4.0K,+31% - 4.5K,+46%)
   +90d (3m): 5.0K,+62.9% (4.7K,+52% - 5.4K,+74%)
   +180d (6m): 8.2K,+165.0% (7.4K,+139% - 9.1K,+194%)
   +365d (1y): 22.3K,+620.4% (18.4K,+495% - 27.0K,+773%)
   +EOY (182d): 8.3K,+167.9% (7.4K,+141% - 9.2K,+198%)
   End-of-year outlook: 📈 Bullish Trend (+167.9%)
   Confidence: 92.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: 8.3K (+167.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 17.62%
Rounded target for matching: 18%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       75.0%      2.57%      2.68%      4.08%        1.10%        4.26%     -4.92%     11.42%
 14 days       28       67.9%      3.14%      4.40%      7.74%        1.40%        7.40%     -9.88%     24.65%
 30 days       28       60.7%      6.08%      3.62%      9.18%        0.06%        7.18%    -14.61%     20.11%
 90 days       28       57.1%     14.30%      6.05%     27.23%       -4.51%       16.61%    -41.87%     56.62%
180 days       28       57.1%      9.67%      7.16%     30.36%       -4.61%       18.93%    -38.52%     64.01%
365 days       28       42.9%     -4.06%      6.34%     30.48%       -5.48%       18.16%    -37.89%     61.00%


========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.36%
Rounded target for matching: 18%
Similar historical periods found: 75
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       75       62.7%      1.14%      0.99%      3.10%        0.27%        1.70%     -5.90%     12.04%
 14 days       75       58.7%      1.21%      2.08%      4.55%        1.03%        3.13%     -5.65%     13.64%
 30 days       75       66.7%      2.41%      4.11%      8.16%        2.23%        5.99%    -15.27%     21.56%
 90 days       75       76.0%      8.18%      8.19%     13.20%        5.15%       11.23%    -22.65%     47.25%
180 days       75       65.3%      5.12%      8.54%     22.91%        3.26%       13.81%    -32.72%    145.57%
365 days       73       71.2%     17.22%     13.60%     31.46%        6.26%       20.94%    -44.97%    120.18%


========================================================================================================================

Chart 3: ^GDAXI (R² = 0.9161)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 23.7K (21.5K,-9% - 25.0K,+6%)
   +30d (1m): 23.8K,+0.6% (22.1K,-7% - 25.7K,+9%)
   +60d (2m): 24.5K,+3.3% (22.7K,-4% - 26.4K,+11%)
   +90d (3m): 25.1K,+6.1% (23.3K,-2% - 27.1K,+14%)
   +180d (6m): 27.2K,+14.8% (25.2K,+6% - 29.3K,+24%)
   +365d (1y): 32.0K,+35.0% (29.6K,+25% - 34.5K,+46%)
   +EOY (182d): 27.2K,+15.0% (25.2K,+6% - 29.4K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+15.0%)
   Confidence: 91.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 182 days | EOY Target: 27.2K (+15.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.51%
Rounded target for matching: -2%
Similar historical periods found: 449
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      449       61.9%      0.88%      0.61%      3.08%        0.33%        0.90%    -10.07%     10.31%
 14 days      449       62.1%      1.04%      1.01%      4.25%        0.62%        1.41%    -15.06%      9.95%
 30 days      449       64.8%      2.47%      2.18%      6.34%        1.59%        2.77%    -28.89%     23.36%
 90 days      447       65.8%      5.28%      4.54%     12.60%        3.37%        5.71%    -30.23%     47.33%
180 days      447       67.8%     12.87%      8.48%     17.90%        6.81%       10.14%    -49.29%     52.10%
365 days      437       76.7%     18.98%     15.83%     24.39%       13.53%       18.12%    -52.08%     76.29%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.09%
Rounded target for matching: 6%
Similar historical periods found: 368
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      368       55.4%      0.27%      0.16%      2.75%       -0.12%        0.45%    -17.62%      8.00%
 14 days      368       57.6%      0.67%      0.62%      3.92%        0.22%        1.02%    -17.34%     13.53%
 30 days      368       69.0%      2.05%      1.71%      6.26%        1.07%        2.35%    -30.37%     17.82%
 90 days      366       71.6%      6.85%      4.61%     12.43%        3.34%        5.89%    -33.45%     36.48%
180 days      359       74.1%     13.25%     11.32%     16.71%        9.58%       13.05%    -45.84%     61.71%
365 days      351       77.8%     17.81%     19.78%     26.93%       16.96%       22.61%    -47.48%     99.17%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9077)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 26.9K (25.0K,-7% - 28.0K,+4%)
   +30d (1m): 27.0K,+0.4% (25.5K,-5% - 28.5K,+6%)
   +60d (2m): 27.5K,+2.3% (25.9K,-3% - 29.1K,+8%)
   +90d (3m): 28.0K,+4.2% (26.4K,-2% - 29.6K,+10%)
   +180d (6m): 29.6K,+10.2% (27.9K,+4% - 31.4K,+17%)
   +365d (1y): 33.2K,+23.8% (31.4K,+17% - 35.2K,+31%)
   +EOY (182d): 29.6K,+10.4% (28.0K,+4% - 31.4K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+10.4%)
   Confidence: 90.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 31 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 182 days | EOY Target: 29.6K (+10.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.41%
Rounded target for matching: 3%
Similar historical periods found: 919
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      919       59.2%      0.38%      0.23%      2.04%        0.10%        0.36%     -8.56%     12.93%
 14 days      919       58.0%      0.53%      0.29%      2.92%        0.10%        0.48%    -13.21%     17.57%
 30 days      919       60.7%      1.10%      0.58%      5.04%        0.25%        0.90%    -36.40%     16.60%
 90 days      914       63.6%      2.67%      1.75%      8.48%        1.20%        2.30%    -38.45%     35.40%
180 days      899       68.4%      4.72%      4.35%     12.65%        3.52%        5.18%    -47.94%     70.53%
365 days      870       69.4%      7.86%      7.87%     18.80%        6.62%        9.12%    -45.54%     76.03%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.26%
Rounded target for matching: 5%
Similar historical periods found: 597
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      597       62.1%      0.62%      0.49%      2.09%        0.33%        0.66%     -9.56%     13.10%
 14 days      597       64.5%      0.89%      0.73%      3.49%        0.45%        1.01%    -28.04%     13.35%
 30 days      597       63.5%      1.61%      1.15%      5.01%        0.74%        1.55%    -31.05%     15.49%
 90 days      597       55.9%      1.22%      1.12%     10.38%        0.29%        1.96%    -39.43%     35.61%
180 days      595       67.1%      3.92%      3.83%     14.06%        2.70%        4.96%    -40.25%     54.32%
365 days      570       71.1%      5.59%      8.24%     17.80%        6.78%        9.71%    -41.04%     70.51%


========================================================================================================================

Chart 5: ^BSESN (R² = 0.8682)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 83.7K (74.6K,-11% - 91.4K,+9%)
   +30d (1m): 83.7K,+0.0% (75.6K,-10% - 92.7K,+11%)
   +60d (2m): 84.9K,+1.4% (76.7K,-8% - 93.9K,+12%)
   +90d (3m): 86.0K,+2.8% (77.7K,-7% - 95.2K,+14%)
   +180d (6m): 89.6K,+7.1% (81.0K,-3% - 99.2K,+19%)
   +365d (1y): 97.5K,+16.5% (88.1K,+5% - 108.0K,+29%)
   +EOY (182d): 89.7K,+7.2% (81.0K,-3% - 99.3K,+19%)
   End-of-year outlook: 📈 Bullish Trend (+7.2%)
   Confidence: 86.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 42 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 182 days | EOY Target: 89.7K (+7.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.09%
Rounded target for matching: 3%
Similar historical periods found: 455
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      455       54.3%      0.28%     -0.02%      3.26%       -0.32%        0.28%    -11.46%     16.24%
 14 days      455       54.9%      0.45%      0.13%      4.60%       -0.30%        0.55%    -15.12%     16.69%
 30 days      455       57.4%      1.11%      0.76%      7.31%        0.09%        1.44%    -21.85%     44.83%
 90 days      452       64.2%      3.65%      3.31%     13.58%        2.06%        4.57%    -36.74%     56.72%
180 days      447       74.0%      7.67%      8.57%     17.56%        6.94%       10.20%    -45.68%     78.82%
365 days      430       77.2%     17.07%     18.47%     27.23%       15.89%       21.05%    -41.57%    108.58%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.22%
Rounded target for matching: 10%
Similar historical periods found: 197
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      197       58.9%      0.57%      0.42%      2.66%        0.05%        0.80%     -8.96%     14.25%
 14 days      197       54.3%      0.23%      0.17%      3.77%       -0.36%        0.70%    -14.29%     25.88%
 30 days      197       47.2%     -0.12%     -0.35%      6.70%       -1.29%        0.60%    -27.60%     34.19%
 90 days      197       58.9%      1.01%      2.55%     12.04%        0.86%        4.25%    -24.31%     48.92%
180 days      194       72.7%      6.26%      8.49%     19.62%        5.71%       11.27%    -53.35%     67.78%
365 days      170       78.8%     13.62%     17.98%     27.46%       13.82%       22.13%    -43.86%    103.05%


========================================================================================================================

Chart 6: IMOEX.ME (R² = 0.8635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (182d): 4.4K,+38.4% (3.9K,+21% - 5.1K,+58%)
   End-of-year outlook: 📈 Bullish Trend (+38.4%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 182 days | EOY Target: 4.4K (+38.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 7: ^BVSP (R² = 0.8592)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 139.5K (135.4K,-3% - 145.7K,+4%)
   +30d (1m): 145.8K,+4.5% (140.5K,+1% - 151.4K,+8%)
   +60d (2m): 151.4K,+8.5% (145.7K,+4% - 157.3K,+13%)
   +90d (3m): 157.2K,+12.6% (151.2K,+8% - 163.4K,+17%)
   +180d (6m): 175.9K,+26.0% (168.6K,+21% - 183.5K,+32%)
   +365d (1y): 221.6K,+58.8% (210.2K,+51% - 233.6K,+67%)
   +EOY (182d): 176.3K,+26.3% (169.0K,+21% - 184.0K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+26.3%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 182 days | EOY Target: 176.3K (+26.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.06%
Rounded target for matching: 0%
Similar historical periods found: 332
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      332       59.6%      0.76%      0.73%      4.28%        0.27%        1.19%    -11.25%     25.96%
 14 days      332       54.5%      0.50%      1.06%      7.15%        0.28%        1.83%    -37.71%     65.25%
 30 days      332       53.9%      1.41%      2.25%     11.82%        0.98%        3.53%    -44.81%    119.97%
 90 days      327       63.6%      4.48%      6.83%     22.35%        4.40%        9.26%    -49.53%    271.89%
180 days      325       61.8%      6.12%     11.93%     28.11%        8.87%       15.00%    -40.29%    166.16%
365 days      303       67.7%     13.29%     19.83%     36.42%       15.72%       23.95%    -40.28%    191.22%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.29%
Rounded target for matching: 8%
Similar historical periods found: 171
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      171       58.5%      0.47%      0.54%      4.01%       -0.07%        1.14%    -30.64%      9.50%
 14 days      171       54.4%      0.51%      1.06%      5.86%        0.18%        1.94%    -32.76%     11.72%
 30 days      171       58.5%      1.50%      1.65%      9.29%        0.25%        3.06%    -38.71%     21.36%
 90 days      170       47.6%     -0.94%      0.32%     14.38%       -1.86%        2.50%    -41.32%     49.43%
180 days      163       58.9%      2.86%      5.42%     21.60%        2.08%        8.77%    -42.79%     91.39%
365 days      148       58.8%      8.03%     12.98%     34.42%        7.39%       18.57%    -43.08%    159.62%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8590)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 25.5K (22.4K,-12% - 28.0K,+10%)
   +30d (1m): 25.5K,-0.4% (22.8K,-11% - 28.5K,+11%)
   +60d (2m): 25.8K,+1.1% (23.1K,-10% - 28.9K,+13%)
   +90d (3m): 26.2K,+2.6% (23.4K,-8% - 29.3K,+15%)
   +180d (6m): 27.4K,+7.1% (24.5K,-4% - 30.6K,+20%)
   +365d (1y): 29.9K,+17.0% (26.7K,+5% - 33.4K,+31%)
   +EOY (182d): 27.4K,+7.2% (24.5K,-4% - 30.6K,+20%)
   End-of-year outlook: 📈 Bullish Trend (+7.2%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 182 days | EOY Target: 27.4K (+7.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.48%
Rounded target for matching: 3%
Similar historical periods found: 353
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      353       60.6%      0.46%      0.29%      2.60%        0.01%        0.56%     -8.62%     11.31%
 14 days      353       62.0%      0.88%      0.68%      3.51%        0.31%        1.05%    -11.20%     13.15%
 30 days      353       60.3%      1.40%      1.10%      5.58%        0.52%        1.69%    -17.45%     19.61%
 90 days      351       65.2%      3.66%      2.93%     11.91%        1.68%        4.18%    -35.73%     64.86%
180 days      349       76.8%      6.66%      8.61%     14.23%        7.11%       10.11%    -41.10%     80.16%
365 days      326       84.0%     13.29%     16.11%     18.30%       14.11%       18.10%    -29.97%    100.80%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.39%
Rounded target for matching: 11%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       54.6%      0.26%     -0.14%      2.62%       -0.54%        0.27%     -9.77%     11.23%
 14 days      163       52.1%      0.10%      0.04%      3.35%       -0.48%        0.56%     -7.88%     19.59%
 30 days      163       53.4%      0.21%     -0.40%      5.63%       -1.27%        0.47%    -23.58%     31.82%
 90 days      163       56.4%      0.92%      0.31%      9.55%       -1.16%        1.79%    -28.16%     63.58%
180 days      160       70.0%      4.95%      4.21%     14.04%        2.01%        6.40%    -50.64%     83.11%
365 days      146       79.5%     15.35%     12.91%     15.16%       10.43%       15.39%    -19.35%    101.81%


========================================================================================================================

Chart 9: ^IXIC (R² = 0.8483)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: 20.2K (19.4K,-4% - 21.9K,+8%)
   +30d (1m): 23.1K,+14.6% (21.7K,+7% - 24.7K,+22%)
   +60d (2m): 26.0K,+28.7% (24.2K,+20% - 27.9K,+38%)
   +90d (3m): 29.2K,+44.5% (27.0K,+34% - 31.6K,+56%)
   +180d (6m): 41.3K,+104.6% (37.2K,+84% - 45.9K,+127%)
   +365d (1y): 84.5K,+318.2% (71.0K,+252% - 100.5K,+398%)
   +EOY (182d): 41.7K,+106.2% (37.5K,+85% - 46.3K,+129%)
   End-of-year outlook: 📈 Bullish Trend (+106.2%)
   Confidence: 84.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: 41.7K (+106.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.16%
Rounded target for matching: 5%
Similar historical periods found: 857
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      857       60.1%      0.54%      0.29%      2.48%        0.12%        0.46%    -14.77%      7.52%
 14 days      857       59.2%      0.87%      0.48%      3.68%        0.23%        0.72%    -24.80%     12.61%
 30 days      857       59.4%      1.26%      0.96%      5.80%        0.57%        1.34%    -30.01%     22.19%
 90 days      857       68.6%      3.73%      3.55%     10.75%        2.83%        4.27%    -35.59%     52.48%
180 days      845       76.1%      9.96%      8.95%     16.10%        7.86%       10.04%    -44.26%     84.31%
365 days      833       83.1%     20.42%     18.46%     23.71%       16.85%       20.07%    -63.50%    170.38%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.20%
Rounded target for matching: 1%
Similar historical periods found: 463
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      463       65.0%      0.88%      0.65%      2.73%        0.40%        0.90%    -14.49%      9.29%
 14 days      463       67.4%      1.44%      1.02%      3.75%        0.68%        1.36%    -14.34%     17.18%
 30 days      463       69.5%      2.85%      1.81%      6.35%        1.23%        2.39%    -31.60%     25.01%
 90 days      462       75.1%      6.13%      5.47%     11.67%        4.40%        6.53%    -35.52%     51.52%
180 days      462       76.2%     11.70%     10.74%     17.68%        9.13%       12.36%    -44.98%     89.28%
365 days      462       83.5%     20.94%     21.31%     28.08%       18.74%       23.88%    -56.49%    125.79%


========================================================================================================================

Chart 10: ^AXJO (R² = 0.8459)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.5K (8.5K,-0% - 8.7K,+2%)
   +30d (1m): 8.9K,+4.7% (8.8K,+3% - 9.1K,+6%)
   +60d (2m): 9.3K,+8.6% (9.1K,+7% - 9.4K,+11%)
   +90d (3m): 9.6K,+12.6% (9.4K,+10% - 9.8K,+15%)
   +180d (6m): 10.7K,+25.5% (10.4K,+21% - 11.1K,+30%)
   +365d (1y): 13.4K,+56.9% (12.6K,+47% - 14.3K,+67%)
   +EOY (182d): 10.7K,+25.8% (10.4K,+21% - 11.1K,+30%)
   End-of-year outlook: 📈 Bullish Trend (+25.8%)
   Confidence: 84.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 182 days | EOY Target: 10.7K (+25.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.97%
Rounded target for matching: 3%
Similar historical periods found: 757
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      757       54.7%      0.17%      0.07%      1.88%       -0.06%        0.20%     -7.81%      6.94%
 14 days      757       58.0%      0.54%      0.25%      2.68%        0.06%        0.44%     -9.41%     10.86%
 30 days      757       61.6%      1.16%      0.58%      4.43%        0.26%        0.90%    -35.17%     11.45%
 90 days      752       69.0%      2.51%      2.54%      7.20%        2.03%        3.06%    -30.35%     23.58%
180 days      740       73.2%      5.36%      4.82%      9.95%        4.10%        5.53%    -34.16%     31.35%
365 days      722       73.5%     10.21%      9.84%     14.41%        8.79%       10.90%    -45.97%     39.18%


========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.45%
Rounded target for matching: 1%
Similar historical periods found: 417
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      417       54.2%      0.19%      0.20%      1.94%        0.01%        0.39%     -8.81%      7.47%
 14 days      417       56.4%      0.34%      0.34%      2.90%        0.06%        0.61%    -10.12%      7.89%
 30 days      417       61.4%      1.04%      0.59%      3.58%        0.24%        0.93%    -12.98%     10.90%
 90 days      410       62.0%      2.02%      1.15%      8.34%        0.34%        1.96%    -32.68%     27.16%
180 days      408       65.2%      2.73%      2.59%      9.64%        1.65%        3.53%    -37.06%     32.60%
365 days      395       67.6%      6.88%      5.90%     14.55%        4.46%        7.34%    -47.38%     39.96%


========================================================================================================================

Chart 11: ^HSI (R² = 0.8371)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.1K (21.3K,-11% - 26.4K,+10%)
   +30d (1m): 24.6K,+2.0% (22.1K,-8% - 27.3K,+14%)
   +60d (2m): 25.4K,+5.5% (22.8K,-5% - 28.3K,+17%)
   +90d (3m): 26.3K,+9.2% (23.6K,-2% - 29.3K,+22%)
   +180d (6m): 29.1K,+20.8% (26.1K,+8% - 32.4K,+35%)
   +365d (1y): 35.8K,+48.6% (32.1K,+33% - 39.9K,+66%)
   +EOY (182d): 29.1K,+21.0% (26.2K,+9% - 32.5K,+35%)
   End-of-year outlook: 📈 Bullish Trend (+21.0%)
   Confidence: 83.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 182 days | EOY Target: 29.1K (+21.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.17%
Rounded target for matching: 3%
Similar historical periods found: 577
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      577       55.3%      0.49%      0.34%      3.45%        0.06%        0.63%    -24.26%     26.24%
 14 days      577       56.5%      0.77%      0.76%      4.93%        0.35%        1.16%    -24.48%     28.18%
 30 days      577       64.8%      2.38%      2.13%      7.51%        1.52%        2.75%    -43.04%     33.17%
 90 days      577       67.2%      4.35%      4.23%     12.85%        3.18%        5.28%    -34.61%     51.52%
180 days      573       67.0%      7.99%      6.47%     18.37%        4.96%        7.98%    -48.31%     83.29%
365 days      563       67.5%      8.36%     13.30%     28.93%       10.90%       15.69%    -50.19%    136.20%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.44%
Rounded target for matching: 6%
Similar historical periods found: 235
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      235       54.5%      0.48%      0.60%      3.65%        0.13%        1.07%    -11.53%     12.29%
 14 days      235       56.2%      1.00%      1.17%      5.54%        0.46%        1.89%    -26.33%     17.90%
 30 days      235       68.5%      2.75%      2.27%      9.73%        1.02%        3.52%    -34.60%     30.10%
 90 days      234       69.7%      6.28%      5.79%     15.26%        3.82%        7.75%    -32.72%     66.77%
180 days      232       73.3%      9.09%     10.38%     22.00%        7.54%       13.23%    -48.25%     89.93%
365 days      229       63.8%     10.53%     13.94%     29.97%       10.03%       17.84%    -46.47%    100.69%


========================================================================================================================

Chart 12: ^FTSE (R² = 0.8268)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 8.8K (8.4K,-4% - 9.2K,+5%)
   +30d (1m): 8.9K,+1.0% (8.5K,-4% - 9.3K,+6%)
   +60d (2m): 9.0K,+2.0% (8.6K,-3% - 9.4K,+7%)
   +90d (3m): 9.1K,+3.1% (8.7K,-1% - 9.5K,+8%)
   +180d (6m): 9.3K,+6.3% (8.9K,+2% - 9.8K,+11%)
   +365d (1y): 10.0K,+13.3% (9.5K,+8% - 10.4K,+19%)
   +EOY (182d): 9.3K,+6.4% (8.9K,+2% - 9.8K,+11%)
   End-of-year outlook: 📈 Bullish Trend (+6.4%)
   Confidence: 82.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 46 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 182 days | EOY Target: 9.3K (+6.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.99%
Rounded target for matching: 1%
Similar historical periods found: 968
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      968       52.5%      0.13%     -0.02%      2.64%       -0.19%        0.15%    -26.84%      8.72%
 14 days      968       52.8%      0.19%     -0.02%      3.40%       -0.24%        0.19%    -30.14%     10.62%
 30 days      968       57.9%      0.86%      0.38%      4.73%        0.08%        0.68%    -29.16%     15.22%
 90 days      961       59.8%      1.87%      1.18%      8.15%        0.66%        1.70%    -32.37%     24.82%
180 days      944       73.3%      4.74%      3.85%     10.92%        3.15%        4.55%    -30.76%     43.03%
365 days      916       68.7%      7.62%      7.52%     17.03%        6.41%        8.62%    -40.42%     62.79%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.84%
Rounded target for matching: 1%
Similar historical periods found: 542
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      542       57.0%      0.31%      0.23%      2.04%        0.06%        0.40%     -7.13%      7.03%
 14 days      542       56.1%      0.39%      0.28%      3.03%        0.02%        0.53%    -15.13%     10.11%
 30 days      542       58.7%      0.86%      0.53%      5.18%        0.09%        0.97%    -32.10%     14.19%
 90 days      538       64.3%      2.86%      2.02%      8.08%        1.34%        2.71%    -28.99%     26.65%
180 days      524       67.6%      4.91%      4.62%     12.40%        3.56%        5.69%    -38.99%     44.83%
365 days      507       67.5%      9.19%      8.55%     17.41%        7.03%       10.07%    -41.05%     55.64%


========================================================================================================================

Chart 13: ^GSPC (R² = 0.8243)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 6.2K (5.7K,-8% - 6.9K,+11%)
   +30d (1m): 6.4K,+3.3% (5.8K,-6% - 7.0K,+13%)
   +60d (2m): 6.5K,+5.5% (6.0K,-4% - 7.2K,+16%)
   +90d (3m): 6.7K,+7.8% (6.1K,-2% - 7.3K,+18%)
   +180d (6m): 7.1K,+14.9% (6.5K,+4% - 7.8K,+26%)
   +365d (1y): 8.1K,+31.0% (7.4K,+19% - 8.9K,+44%)
   +EOY (182d): 7.1K,+15.0% (6.5K,+5% - 7.8K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+15.0%)
   Confidence: 82.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 182 days | EOY Target: 7.1K (+15.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.02%
Rounded target for matching: 4%
Similar historical periods found: 1986
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1986       59.2%      0.44%      0.29%      2.29%        0.19%        0.39%    -14.38%     19.57%
 14 days     1986       60.7%      0.80%      0.43%      3.29%        0.28%        0.57%    -24.69%     28.90%
 30 days     1986       62.6%      1.52%      0.89%      5.09%        0.67%        1.11%    -31.35%     37.00%
 90 days     1985       70.5%      3.87%      3.30%      8.99%        2.90%        3.69%    -37.51%     64.53%
180 days     1966       74.0%      8.19%      7.06%     14.18%        6.43%        7.69%    -58.12%     57.87%
365 days     1946       77.2%     13.37%     13.82%     20.76%       12.90%       14.74%    -72.90%     72.71%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.32%
Rounded target for matching: 1%
Similar historical periods found: 981
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      981       58.0%      0.42%      0.18%      2.35%        0.04%        0.33%    -13.98%      6.71%
 14 days      981       62.2%      0.97%      0.52%      3.50%        0.30%        0.74%    -27.67%     19.65%
 30 days      981       65.2%      1.68%      1.26%      5.03%        0.95%        1.58%    -22.24%     17.72%
 90 days      981       66.7%      3.87%      3.35%      8.93%        2.79%        3.91%    -37.74%     48.92%
180 days      981       67.5%      6.07%      5.07%     14.33%        4.17%        5.97%    -51.92%     48.17%
365 days      980       74.7%     11.13%     11.04%     21.17%        9.71%       12.36%    -59.01%     80.17%


========================================================================================================================

Chart 14: ^RUI (R² = 0.8216)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.4K (3.1K,-8% - 3.8K,+11%)
   +30d (1m): 3.5K,+3.2% (3.2K,-6% - 3.8K,+13%)
   +60d (2m): 3.6K,+5.4% (3.3K,-4% - 3.9K,+16%)
   +90d (3m): 3.7K,+7.7% (3.3K,-2% - 4.0K,+18%)
   +180d (6m): 3.9K,+14.8% (3.5K,+4% - 4.3K,+26%)
   +365d (1y): 4.4K,+30.8% (4.0K,+19% - 4.9K,+44%)
   +EOY (182d): 3.9K,+14.9% (3.5K,+5% - 4.3K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+14.9%)
   Confidence: 82.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 182 days | EOY Target: 3.9K (+14.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.93%
Rounded target for matching: 4%
Similar historical periods found: 760
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      760       61.3%      0.50%      0.30%      2.04%        0.15%        0.44%    -11.63%      7.55%
 14 days      760       64.1%      0.91%      0.33%      3.07%        0.11%        0.55%    -19.27%      9.90%
 30 days      760       64.2%      1.60%      0.75%      5.09%        0.39%        1.11%    -31.84%     11.13%
 90 days      759       71.1%      3.98%      3.03%      8.06%        2.45%        3.60%    -30.97%     19.77%
180 days      741       82.9%      9.29%      7.92%     11.47%        7.09%        8.75%    -42.60%     32.13%
365 days      716       84.9%     19.91%     17.29%     19.41%       15.87%       18.72%    -55.42%     56.52%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.15%
Rounded target for matching: 1%
Similar historical periods found: 316
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      316       56.6%      0.32%      0.08%      2.51%       -0.19%        0.36%    -21.83%      5.69%
 14 days      316       58.2%      0.64%      0.32%      3.29%       -0.05%        0.68%    -18.70%      8.23%
 30 days      316       70.9%      1.62%      1.09%      4.59%        0.58%        1.60%    -15.46%     11.11%
 90 days      316       71.2%      4.38%      2.82%      9.49%        1.77%        3.87%    -38.27%     21.83%
180 days      316       69.0%      6.83%      5.10%     13.78%        3.58%        6.63%    -50.25%     34.91%
365 days      315       80.6%     14.94%     12.27%     22.12%        9.82%       14.72%    -55.27%     53.87%


========================================================================================================================

Chart 15: ^N225 (R² = 0.8037)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: 40.0K (39.0K,-3% - 40.7K,+2%)
   +30d (1m): 43.7K,+9.4% (42.2K,+6% - 45.3K,+13%)
   +60d (2m): 48.1K,+20.2% (45.6K,+14% - 50.7K,+27%)
   +90d (3m): 52.8K,+32.1% (49.1K,+23% - 56.9K,+42%)
   +180d (6m): 70.1K,+75.4% (61.2K,+53% - 80.4K,+101%)
   +365d (1y): 125.6K,+214.0% (96.1K,+140% - 164.0K,+310%)
   +EOY (182d): 70.6K,+76.5% (61.5K,+54% - 81.0K,+103%)
   End-of-year outlook: 📈 Bullish Trend (+76.5%)
   Confidence: 80.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: 70.6K (+76.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
N225 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.55%
Rounded target for matching: 7%
Similar historical periods found: 574
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      574       61.5%      0.63%      0.45%      2.65%        0.23%        0.67%    -10.33%      7.36%
 14 days      574       61.7%      1.06%      0.81%      4.07%        0.48%        1.15%    -12.82%     12.11%
 30 days      574       64.8%      2.33%      2.04%      6.17%        1.53%        2.54%    -21.78%     18.87%
 90 days      574       65.0%      4.42%      4.40%     13.26%        3.31%        5.49%    -41.62%     46.07%
180 days      573       68.4%      6.01%      6.76%     18.10%        5.28%        8.25%    -50.10%     65.25%
365 days      562       73.3%     13.35%     14.42%     26.29%       12.25%       16.60%    -54.10%     98.60%


========================================================================================================================
N225 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.82%
Rounded target for matching: 2%
Similar historical periods found: 628
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      628       55.7%      0.35%      0.21%      2.73%       -0.00%        0.43%    -13.39%     10.76%
 14 days      628       61.6%      0.95%      0.43%      3.94%        0.12%        0.74%    -23.79%     15.92%
 30 days      628       59.7%      1.27%      1.11%      5.63%        0.67%        1.55%    -18.72%     17.45%
 90 days      628       64.0%      3.45%      3.46%     11.07%        2.60%        4.33%    -37.54%     40.01%
180 days      619       66.2%      6.64%      6.69%     17.02%        5.35%        8.04%    -48.98%     69.59%
365 days      616       78.1%     15.03%     15.20%     26.07%       13.14%       17.26%    -56.20%    104.59%


========================================================================================================================

========================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%   3.2K               12.1%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (182d): 4.4K,+38.4% (3.9K,+21% - 5.1K,+58%)
   End-of-year outlook: 📈 Bullish Trend (+38.4%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 182 days | EOY Target: 4.4K (+38.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8052
Best R-squared: 0.928802
Average annual growth: 42.6%

Valuation breakdown:
  🟡 FAIR_VALUE: 17 (77.3%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 3 instruments (13.6%)
  42 days (~2m): 2 instruments (9.1%)
  63 days (~3m): 3 instruments (13.6%)
  126 days (~6m): 1 instruments (4.5%)
  378 days (~18m): 1 instruments (4.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.965524 504 d        53.0%   $28.88          🟡 FAIR           1.7%
2    MSFT            0.955533 42  d       132.4%   $492.05         🟡 FAIR          -0.8%
3    PM              0.947365 378 d        71.0%   $177.53         🟡 FAIR           0.8%
4    NFLX            0.946609 504 d        77.3%   $1.3K           🔴 OVER          10.5%
5    PLTR            0.935870 378 d       356.9%   $130.68         🟡 FAIR          -5.6%
6    JPM             0.934549 504 d        44.3%   $290.41         🟡 FAIR           3.2%
7    TMUS            0.932838 504 d        45.8%   $241.51         🟡 FAIR          -9.5%
8    IBM             0.932524 504 d        47.3%   $291.20         🟡 FAIR           6.6%
9    BRK-B           0.930067 504 d        25.2%   $489.61         🟡 FAIR          -7.1%
10   WMT             0.929004 504 d        50.5%   $98.24          🟡 FAIR          -5.3%
11   LLY             0.925721 1008d        50.1%   $775.90         🟢 UNDER        -25.5%
12   MRK             0.921466 252 d       -38.3%   $81.81          🟡 FAIR           8.6%
13   COST            0.917707 504 d        46.1%   $985.96         🟢 UNDER        -12.6%
14   AVGO            0.916514 63  d       880.6%   $264.74         🟡 FAIR          -6.9%
15   GS              0.909086 504 d        50.4%   $706.46         🟡 FAIR           6.4%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9655)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $28.88 ($25.90,-10% - $31.10,+8%)
   +30d (1m): $29.86,+3.4% ($27.25,-6% - $32.72,+13%)
   +60d (2m): $31.41,+8.7% ($28.66,-1% - $34.42,+19%)
   +90d (3m): $33.04,+14.4% ($30.14,+4% - $36.21,+25%)
   +180d (6m): $38.45,+33.1% ($35.07,+21% - $42.15,+46%)
   +365d (1y): $52.53,+81.9% ($47.87,+66% - $57.63,+100%)
   +EOY (182d): $38.58,+33.6% ($35.19,+22% - $42.30,+46%)
   End-of-year outlook: 📈 Bullish Trend (+33.6%)
   Confidence: 96.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 182 days | EOY Target: $38.58 (+33.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.18%
Rounded target for matching: 4%
Similar historical periods found: 587
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      587       54.7%      0.43%      0.36%      3.62%        0.07%        0.66%    -13.87%     10.57%
 14 days      587       58.4%      1.05%      0.97%      5.02%        0.56%        1.38%    -19.80%     18.15%
 30 days      587       63.0%      1.85%      1.82%      6.57%        1.28%        2.35%    -28.62%     21.59%
 90 days      581       68.0%      5.72%      5.62%     11.67%        4.67%        6.57%    -35.27%     32.38%
180 days      575       73.4%     10.36%     11.12%     18.18%        9.64%       12.61%    -35.54%     55.01%
365 days      562       76.9%     19.24%     20.58%     27.69%       18.28%       22.87%    -51.48%    100.64%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.61%
Rounded target for matching: 12%
Similar historical periods found: 313
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      313       58.1%      0.54%      0.74%      3.46%        0.35%        1.12%     -9.25%     13.32%
 14 days      313       58.1%      1.13%      1.18%      4.82%        0.64%        1.71%    -15.10%     17.43%
 30 days      313       57.8%      1.53%      1.65%      6.44%        0.93%        2.36%    -24.17%     22.87%
 90 days      313       63.3%      5.97%      5.91%     11.72%        4.60%        7.21%    -34.43%     32.88%
180 days      312       73.1%     11.78%     12.99%     18.74%       10.91%       15.08%    -38.42%     55.34%
365 days      298       83.2%     17.19%     21.83%     27.37%       18.71%       24.95%    -56.36%    111.80%


========================================================================================================================

Chart 2: MSFT (R² = 0.9555)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: $492.05 ($486.88,-1% - $505.21,+3%)
   +30d (1m): $548.33,+11.4% ($536.83,+9% - $560.08,+14%)
   +60d (2m): $606.23,+23.2% ($590.99,+20% - $621.87,+26%)
   +90d (3m): $670.25,+36.2% ($650.02,+32% - $691.10,+40%)
   +180d (6m): $905.79,+84.1% ($862.86,+75% - $950.85,+93%)
   +365d (1y): $1.7K,+241.9% ($1.5K,+213% - $1.8K,+274%)
   +EOY (182d): $911.87,+85.3% ($868.29,+76% - $957.64,+95%)
   End-of-year outlook: 📈 Bullish Trend (+85.3%)
   Confidence: 95.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $911.87 (+85.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.32%
Rounded target for matching: 8%
Similar historical periods found: 357
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      357       56.6%      0.53%      0.82%      4.68%        0.33%        1.31%    -18.77%     18.59%
 14 days      357       57.7%      1.43%      1.76%      6.97%        1.04%        2.49%    -29.05%     30.80%
 30 days      357       59.4%      1.69%      2.75%     10.12%        1.70%        3.80%    -36.42%     39.00%
 90 days      357       68.1%      7.39%      7.72%     16.83%        5.97%        9.47%    -38.60%    141.18%
180 days      357       74.5%     16.71%     19.84%     30.67%       16.65%       23.04%    -52.51%    268.91%
365 days      340       81.5%     33.84%     46.37%     57.20%       40.27%       52.47%    -49.85%    296.64%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.46%
Rounded target for matching: 18%
Similar historical periods found: 184
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      184       58.7%      0.83%      0.48%      4.18%       -0.13%        1.09%    -21.06%      9.86%
 14 days      184       57.6%      1.20%      0.71%      6.70%       -0.26%        1.69%    -25.71%     26.29%
 30 days      184       56.5%      2.09%      2.11%      9.92%        0.67%        3.56%    -34.71%     33.66%
 90 days      184       64.1%      7.94%      6.31%     15.01%        4.13%        8.49%    -32.18%     45.51%
180 days      184       64.7%     11.76%     16.97%     31.44%       12.40%       21.54%    -53.71%    143.82%
365 days      177       77.4%     31.62%     44.26%     57.85%       35.68%       52.84%    -52.94%    231.50%


========================================================================================================================

Chart 3: PM (R² = 0.9474)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $177.53 ($158.05,-11% - $196.23,+11%)
   +30d (1m): $187.72,+5.7% ($168.44,-5% - $209.20,+18%)
   +60d (2m): $200.09,+12.7% ($179.52,+1% - $223.03,+26%)
   +90d (3m): $213.29,+20.1% ($191.32,+8% - $237.77,+34%)
   +180d (6m): $258.31,+45.5% ($231.55,+30% - $288.17,+62%)
   +365d (1y): $382.93,+115.7% ($342.58,+93% - $428.05,+141%)
   +EOY (182d): $259.41,+46.1% ($232.53,+31% - $289.40,+63%)
   End-of-year outlook: 📈 Bullish Trend (+46.1%)
   Confidence: 94.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈18%)
   📅 Days until EOY 2025: 182 days | EOY Target: $259.41 (+46.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.16%
Rounded target for matching: 4%
Similar historical periods found: 261
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      261       54.8%      0.27%      0.27%      3.37%       -0.14%        0.68%    -12.39%     12.47%
 14 days      261       58.6%      1.00%      0.65%      4.62%        0.09%        1.21%    -13.71%     16.31%
 30 days      261       54.8%      1.24%      1.16%      7.90%        0.20%        2.12%    -24.80%     20.96%
 90 days      259       56.0%      1.89%      3.01%     13.55%        1.35%        4.67%    -29.50%     38.59%
180 days      257       62.3%      5.25%      9.23%     19.69%        6.81%       11.64%    -29.88%     56.86%
365 days      233       73.0%     12.02%     17.62%     25.77%       14.29%       20.94%    -24.44%    107.36%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.16%
Rounded target for matching: 18%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       61.9%      0.63%      0.89%      3.12%        0.21%        1.57%     -8.13%     10.28%
 14 days       84       53.6%      0.23%      0.27%      4.33%       -0.67%        1.21%    -20.37%     11.03%
 30 days       84       56.0%      0.72%      0.94%      6.85%       -0.55%        2.43%    -24.80%     16.47%
 90 days       79       57.0%      1.55%      4.09%      9.99%        1.86%        6.33%    -16.52%     32.55%
180 days       77       58.4%      4.45%      7.08%     13.82%        3.94%       10.22%    -16.22%     56.15%
365 days       75       85.3%     20.94%     20.56%     20.70%       15.79%       25.32%    -27.02%     61.32%


========================================================================================================================

Chart 4: NFLX (R² = 0.9466)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($1.0K,-22% - $1.4K,+6%)
   +30d (1m): $1.3K,-3.1% ($1.1K,-17% - $1.5K,+13%)
   +60d (2m): $1.3K,+3.7% ($1.1K,-11% - $1.6K,+21%)
   +90d (3m): $1.4K,+11.1% ($1.2K,-5% - $1.7K,+30%)
   +180d (6m): $1.8K,+36.3% ($1.5K,+17% - $2.1K,+59%)
   +365d (1y): $2.7K,+107.5% ($2.3K,+77% - $3.1K,+143%)
   +EOY (182d): $1.8K,+36.9% ($1.5K,+17% - $2.1K,+60%)
   End-of-year outlook: 📈 Bullish Trend (+36.9%)
   Confidence: 94.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈26%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.8K (+36.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.57%
Rounded target for matching: 9%
Similar historical periods found: 145
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      145       64.1%      1.87%      1.83%      6.81%        0.71%        2.95%    -18.15%     26.06%
 14 days      145       64.8%      3.23%      2.63%     10.17%        0.97%        4.30%    -43.19%     30.44%
 30 days      145       64.1%      5.93%      6.02%     14.61%        3.62%        8.41%    -34.90%     43.61%
 90 days      145       73.8%     18.10%     17.43%     32.86%       12.04%       22.82%    -77.08%    103.48%
180 days      142       71.1%     29.83%     37.67%     62.04%       27.37%       47.96%    -73.29%    253.61%
365 days      135       66.7%     49.15%     59.64%    107.32%       41.38%       77.91%    -76.04%    447.62%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.26%
Rounded target for matching: 26%
Similar historical periods found: 65
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       65       55.4%      1.88%      2.10%      7.44%        0.25%        3.94%    -12.88%     29.50%
 14 days       65       63.1%      4.29%      4.21%     11.49%        1.36%        7.05%    -17.17%     40.48%
 30 days       65       66.2%      6.84%      6.24%     15.30%        2.45%       10.04%    -28.84%     47.78%
 90 days       61       72.1%     15.36%     19.49%     34.33%       10.70%       28.29%    -53.16%     95.70%
180 days       59       64.4%     24.66%     37.97%     78.94%       17.40%       58.54%    -72.02%    326.85%
365 days       57       70.2%     60.59%     82.33%    116.29%       51.47%      113.19%    -77.46%    367.14%


========================================================================================================================

Chart 5: PLTR (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $130.68 ($98.47,-25% - $194.52,+49%)
   +30d (1m): $165.84,+26.9% ($117.94,-10% - $233.19,+78%)
   +60d (2m): $198.72,+52.1% ($141.24,+8% - $279.57,+114%)
   +90d (3m): $238.11,+82.2% ($169.15,+29% - $335.20,+157%)
   +180d (6m): $409.67,+213.5% ($290.39,+122% - $577.95,+342%)
   +365d (1y): $1.2K,+856.4% ($880.36,+574% - $1.8K,+1258%)
   +EOY (182d): $414.64,+217.3% ($293.90,+125% - $584.99,+348%)
   End-of-year outlook: 📈 Bullish Trend (+217.3%)
   Confidence: 93.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 182 days | EOY Target: $414.64 (+217.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.90%
Rounded target for matching: 1%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       57.1%      0.80%      3.91%     11.45%       -1.30%        9.13%    -11.79%     31.84%
 14 days       21       66.7%      6.47%      8.73%     21.24%       -0.94%       18.40%    -38.63%     54.45%
 30 days       21       38.1%     -6.32%      2.81%     21.13%       -6.81%       12.43%    -24.92%     51.31%
 90 days       21       71.4%     13.93%     33.14%     65.97%        3.11%       63.16%    -44.60%    201.00%
180 days       20       60.0%     45.36%     57.81%    114.07%        4.43%      111.20%    -64.20%    347.41%
365 days       16       56.2%    117.89%    160.77%    238.36%       33.75%      287.78%    -72.51%    631.70%


========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.97%
Rounded target for matching: 23%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       64.3%      3.72%      2.67%     10.34%       -3.31%        8.64%    -13.67%     27.76%
 14 days       14       50.0%      0.43%      2.49%     16.15%       -6.83%       11.82%    -17.41%     50.51%
 30 days       14       64.3%      3.43%     10.54%     30.04%       -6.80%       27.89%    -19.14%    105.66%
 90 days       14       85.7%     31.42%     35.19%     37.86%       13.33%       57.05%    -48.93%     94.47%
180 days       14       85.7%     85.66%    135.77%    131.51%       59.84%      211.70%    -67.96%    415.69%
365 days        8       75.0%    430.42%    323.22%    227.99%      132.62%      513.83%    -68.94%    523.24%


========================================================================================================================

Chart 6: JPM (R² = 0.9345)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $290.41 ($251.90,-13% - $314.20,+8%)
   +30d (1m): $293.88,+1.2% ($263.12,-9% - $328.24,+13%)
   +60d (2m): $306.99,+5.7% ($274.83,-5% - $342.91,+18%)
   +90d (3m): $320.69,+10.4% ($287.06,-1% - $358.25,+23%)
   +180d (6m): $365.55,+25.9% ($327.10,+13% - $408.51,+41%)
   +365d (1y): $478.44,+64.7% ($427.71,+47% - $535.20,+84%)
   +EOY (182d): $366.61,+26.2% ($328.06,+13% - $409.70,+41%)
   End-of-year outlook: 📈 Bullish Trend (+26.2%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 182 days | EOY Target: $366.61 (+26.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.54%
Rounded target for matching: 9%
Similar historical periods found: 362
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      362       53.9%      0.47%      0.58%      5.06%        0.05%        1.10%    -14.00%     23.35%
 14 days      362       55.0%      0.72%      1.17%      6.85%        0.47%        1.88%    -20.13%     23.53%
 30 days      362       56.4%      1.74%      1.81%     10.12%        0.77%        2.86%    -38.84%     40.00%
 90 days      359       59.1%      2.53%      3.86%     15.52%        2.25%        5.47%    -49.88%     57.48%
180 days      351       66.1%     10.88%     11.37%     24.65%        8.78%       13.95%    -44.78%     78.36%
365 days      340       69.7%     17.16%     21.65%     36.39%       17.77%       25.53%    -68.73%    106.32%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.52%
Rounded target for matching: 10%
Similar historical periods found: 263
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      263       47.9%      0.00%     -0.06%      4.19%       -0.57%        0.45%    -20.85%     13.80%
 14 days      263       50.6%      0.06%      0.17%      6.08%       -0.57%        0.90%    -18.59%     23.01%
 30 days      263       51.3%      0.33%      0.24%      9.00%       -0.85%        1.33%    -39.18%     31.41%
 90 days      261       62.8%      4.85%      4.84%     16.25%        2.86%        6.82%    -40.42%     55.82%
180 days      261       62.5%      8.34%      9.00%     24.01%        6.07%       11.92%    -47.31%     71.15%
365 days      257       61.5%     11.21%     16.55%     39.32%       11.72%       21.38%    -61.75%    110.46%


========================================================================================================================

Chart 7: TMUS (R² = 0.9328)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $241.51 ($237.81,-2% - $299.50,+24%)
   +30d (1m): $279.14,+15.6% ($248.72,+3% - $313.28,+30%)
   +60d (2m): $291.97,+20.9% ($260.12,+8% - $327.71,+36%)
   +90d (3m): $305.38,+26.4% ($272.04,+13% - $342.81,+42%)
   +180d (6m): $349.44,+44.7% ($311.18,+29% - $392.41,+62%)
   +365d (1y): $461.00,+90.9% ($410.10,+70% - $518.22,+115%)
   +EOY (182d): $350.49,+45.1% ($312.11,+29% - $393.59,+63%)
   End-of-year outlook: 📈 Bullish Trend (+45.1%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 182 days | EOY Target: $350.49 (+45.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.11%
Rounded target for matching: 0%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       54.4%      0.29%      0.01%      5.76%       -0.78%        0.80%    -42.07%     20.12%
 14 days      206       54.4%      0.59%      0.96%      7.41%       -0.06%        1.98%    -33.01%     34.01%
 30 days      206       65.0%      2.32%      3.45%     11.65%        1.85%        5.05%    -35.56%     56.47%
 90 days      204       74.0%      8.07%      8.57%     18.91%        5.96%       11.18%    -50.55%     67.94%
180 days      204       76.0%     19.16%     18.57%     27.65%       14.75%       22.39%    -67.41%    101.54%
365 days      184       88.0%     29.10%     33.32%     41.93%       27.22%       39.42%    -69.20%    193.53%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.36%
Rounded target for matching: -8%
Similar historical periods found: 36
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       36       61.1%      1.54%     -0.13%      5.55%       -2.01%        1.75%    -14.89%     12.54%
 14 days       36       52.8%      0.60%     -0.30%      9.04%       -3.35%        2.76%    -26.46%     15.22%
 30 days       36       72.2%      2.96%      1.19%     12.38%       -2.99%        5.38%    -38.51%     21.35%
 90 days       36       83.3%     11.92%      8.53%     17.98%        2.44%       14.61%    -52.65%     41.89%
180 days       36       80.6%     19.98%     18.39%     28.09%        8.89%       27.89%    -49.68%     76.79%
365 days       36       86.1%     58.12%     50.52%     46.15%       34.91%       66.14%    -65.06%    122.82%


========================================================================================================================

Chart 8: IBM (R² = 0.9325)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $291.20 ($242.57,-17% - $307.54,+6%)
   +30d (1m): $286.02,-1.8% ($253.99,-13% - $322.09,+11%)
   +60d (2m): $299.52,+2.9% ($265.96,-9% - $337.32,+16%)
   +90d (3m): $313.66,+7.7% ($278.48,-4% - $353.28,+21%)
   +180d (6m): $360.20,+23.7% ($319.68,+10% - $405.86,+39%)
   +365d (1y): $478.69,+64.4% ($424.39,+46% - $539.94,+85%)
   +EOY (182d): $361.31,+24.1% ($320.66,+10% - $407.11,+40%)
   End-of-year outlook: 📈 Bullish Trend (+24.1%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $361.31 (+24.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.16%
Rounded target for matching: 9%
Similar historical periods found: 413
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      413       58.1%      0.68%      0.60%      3.55%        0.25%        0.94%    -13.56%     12.08%
 14 days      413       55.7%      0.62%      0.73%      4.94%        0.25%        1.21%    -20.75%     23.29%
 30 days      413       62.5%      2.08%      1.61%      7.10%        0.92%        2.29%    -28.36%     22.51%
 90 days      413       67.3%      6.65%      5.88%     12.98%        4.62%        7.13%    -32.50%     48.07%
180 days      413       66.1%      5.96%      9.82%     22.59%        7.64%       12.01%    -49.27%    100.06%
365 days      406       72.9%     17.73%     22.54%     34.83%       19.14%       25.94%    -46.70%    131.19%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.73%
Rounded target for matching: 11%
Similar historical periods found: 367
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      367       52.3%      0.25%      0.19%      3.49%       -0.17%        0.54%    -19.08%     10.91%
 14 days      367       52.0%      0.22%      0.60%      5.05%        0.09%        1.12%    -20.56%     23.18%
 30 days      367       53.7%      0.57%      1.21%      7.84%        0.40%        2.01%    -38.51%     22.11%
 90 days      364       51.6%      0.58%      1.41%     14.93%       -0.13%        2.95%    -42.49%     41.14%
180 days      363       50.7%      0.49%      3.14%     21.23%        0.95%        5.33%    -46.14%     74.44%
365 days      360       66.7%      7.14%     14.98%     32.36%       11.63%       18.34%    -52.53%    123.99%


========================================================================================================================

Chart 9: BRK-B (R² = 0.9301)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $489.61 ($491.40,+0% - $565.46,+15%)
   +30d (1m): $541.43,+10.6% ($504.70,+3% - $580.83,+19%)
   +60d (2m): $556.11,+13.6% ($518.36,+6% - $596.61,+22%)
   +90d (3m): $571.19,+16.7% ($532.38,+9% - $612.83,+25%)
   +180d (6m): $618.94,+26.4% ($576.75,+18% - $664.21,+36%)
   +365d (1y): $729.98,+49.1% ($679.80,+39% - $783.87,+60%)
   +EOY (182d): $620.04,+26.6% ($577.78,+18% - $665.40,+36%)
   End-of-year outlook: 📈 Bullish Trend (+26.6%)
   Confidence: 93.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 26 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 182 days | EOY Target: $620.04 (+26.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.80%
Rounded target for matching: -5%
Similar historical periods found: 213
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      213       54.0%      0.30%     -0.23%      3.74%       -0.74%        0.27%    -11.88%     14.02%
 14 days      213       54.5%      0.18%      0.05%      5.54%       -0.69%        0.80%    -21.86%     15.96%
 30 days      213       57.3%      1.12%      1.06%      7.34%        0.07%        2.06%    -17.29%     25.89%
 90 days      213       61.5%      3.17%      1.67%     11.34%        0.14%        3.21%    -32.38%     25.01%
180 days      211       71.6%      5.45%      5.11%     16.41%        2.89%        7.34%    -44.20%     55.80%
365 days      211       79.1%     11.56%     15.36%     20.08%       12.64%       18.09%    -35.57%     67.79%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.62%
Rounded target for matching: 2%
Similar historical periods found: 318
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      318       60.1%      0.58%      0.39%      2.67%        0.09%        0.68%    -14.38%      9.95%
 14 days      318       64.5%      1.14%      0.86%      3.91%        0.43%        1.29%    -13.99%     10.58%
 30 days      318       68.2%      2.22%      2.37%      5.30%        1.79%        2.96%    -13.98%     17.31%
 90 days      318       74.8%      6.65%      6.26%     10.60%        5.09%        7.43%    -19.10%     52.05%
180 days      310       70.3%     10.34%      9.31%     14.23%        7.72%       10.90%    -33.21%     46.17%
365 days      305       86.9%     20.10%     20.95%     21.92%       18.48%       23.42%    -26.75%    134.71%


========================================================================================================================

Chart 10: WMT (R² = 0.9290)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $98.24 ($91.19,-7% - $117.95,+20%)
   +30d (1m): $108.88,+10.8% ($95.73,-3% - $123.84,+26%)
   +60d (2m): $114.31,+16.4% ($100.49,+2% - $130.02,+32%)
   +90d (3m): $120.00,+22.2% ($105.49,+7% - $136.52,+39%)
   +180d (6m): $138.86,+41.3% ($122.01,+24% - $158.04,+61%)
   +365d (1y): $187.44,+90.8% ($164.50,+67% - $213.57,+117%)
   +EOY (182d): $139.31,+41.8% ($122.40,+25% - $158.55,+61%)
   End-of-year outlook: 📈 Bullish Trend (+41.8%)
   Confidence: 92.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 182 days | EOY Target: $139.31 (+41.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.00%
Rounded target for matching: 0%
Similar historical periods found: 650
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      650       53.4%      0.30%      0.38%      4.06%        0.06%        0.69%    -16.16%     17.51%
 14 days      650       56.3%      0.65%      0.72%      6.10%        0.25%        1.19%    -32.06%     35.31%
 30 days      650       59.1%      1.83%      2.25%      8.61%        1.58%        2.91%    -41.85%     38.51%
 90 days      650       68.0%      4.98%      7.34%     15.72%        6.13%        8.55%    -52.42%     78.26%
180 days      649       72.6%      9.35%     13.75%     22.74%       12.00%       15.50%    -47.08%    132.85%
365 days      642       72.1%     19.84%     33.32%     48.98%       29.53%       37.12%    -46.92%    300.34%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.58%
Rounded target for matching: 2%
Similar historical periods found: 340
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      340       55.9%      0.56%      0.89%      4.07%        0.46%        1.33%    -11.46%     11.76%
 14 days      340       59.7%      1.00%      1.71%      5.67%        1.10%        2.31%    -14.58%     20.52%
 30 days      340       55.9%      1.50%      2.56%      8.27%        1.68%        3.44%    -27.42%     34.96%
 90 days      336       67.3%      6.49%      6.87%     15.70%        5.18%        8.55%    -49.17%     62.47%
180 days      336       69.3%      6.88%     13.78%     25.97%       10.99%       16.56%    -32.70%    150.60%
365 days      335       69.9%     12.14%     27.31%     47.74%       22.17%       32.44%    -41.54%    340.98%


========================================================================================================================

Chart 11: LLY (R² = 0.9257)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $775.90 ($801.84,+3% - $1.4K,+74%)
   +30d (1m): $1.1K,+40.9% ($841.54,+8% - $1.4K,+83%)
   +60d (2m): $1.1K,+47.8% ($883.20,+14% - $1.5K,+92%)
   +90d (3m): $1.2K,+55.2% ($926.92,+19% - $1.6K,+102%)
   +180d (6m): $1.4K,+79.4% ($1.1K,+38% - $1.8K,+133%)
   +365d (1y): $1.9K,+141.7% ($1.4K,+86% - $2.4K,+214%)
   +EOY (182d): $1.4K,+80.0% ($1.1K,+39% - $1.8K,+134%)
   End-of-year outlook: 📈 Bullish Trend (+80.0%)
   Confidence: 92.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.4K (+80.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.44%
Rounded target for matching: 2%
Similar historical periods found: 667
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      667       52.8%      0.25%      0.31%      3.95%        0.01%        0.61%    -14.95%     13.77%
 14 days      667       56.8%      0.66%      0.82%      5.84%        0.38%        1.26%    -22.01%     27.64%
 30 days      667       61.5%      1.97%      1.99%      8.54%        1.34%        2.64%    -33.60%     34.52%
 90 days      663       64.0%      5.47%      5.06%     14.03%        3.99%        6.13%    -37.53%     54.86%
180 days      661       69.4%      9.56%     12.21%     23.18%       10.44%       13.98%    -38.08%     89.19%
365 days      652       73.9%     20.30%     26.41%     39.80%       23.35%       29.47%    -48.23%    177.61%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.95%
Rounded target for matching: -11%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       54.0%      0.71%      1.05%      4.95%        0.33%        1.76%    -12.01%     19.38%
 14 days      187       56.7%      0.98%      1.57%      6.50%        0.64%        2.51%    -22.39%     19.92%
 30 days      187       56.1%      1.02%      1.65%      9.38%        0.30%        3.00%    -24.27%     37.73%
 90 days      186       71.5%      5.06%      6.03%     13.60%        4.06%        7.99%    -22.96%     69.19%
180 days      181       62.4%      7.62%     11.16%     23.34%        7.73%       14.58%    -35.07%     92.03%
365 days      181       65.7%     15.02%     20.65%     41.28%       14.59%       26.70%    -31.83%    203.90%


========================================================================================================================

Chart 12: MRK (R² = 0.9215)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $81.81 ($69.47,-15% - $81.65,-0%)
   +30d (1m): $71.11,-13.1% ($65.57,-20% - $77.11,-6%)
   +60d (2m): $67.14,-17.9% ($61.89,-24% - $72.82,-11%)
   +90d (3m): $63.38,-22.5% ($58.41,-29% - $68.78,-16%)
   +180d (6m): $53.34,-34.8% ($49.09,-40% - $57.96,-29%)
   +365d (1y): $37.42,-54.3% ($34.30,-58% - $40.83,-50%)
   +EOY (182d): $53.14,-35.0% ($48.90,-40% - $57.74,-29%)
   End-of-year outlook: 📉 Bearish Trend (-35.0%)
   Confidence: 92.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $53.14 (-35.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.64%
Rounded target for matching: 9%
Similar historical periods found: 558
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      558       45.7%     -0.25%     -0.06%      3.56%       -0.36%        0.23%    -11.82%     12.14%
 14 days      558       50.7%      0.15%      0.13%      4.73%       -0.27%        0.52%    -15.02%     16.98%
 30 days      558       52.0%      0.43%      0.47%      6.52%       -0.07%        1.02%    -22.72%     22.03%
 90 days      557       62.1%      3.95%      3.78%     12.91%        2.71%        4.85%    -34.00%     53.40%
180 days      557       69.5%      9.53%     10.87%     20.74%        9.14%       12.59%    -41.63%     79.07%
365 days      549       77.0%     19.94%     25.55%     36.59%       22.48%       28.61%    -55.49%    183.17%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.95%
Rounded target for matching: -5%
Similar historical periods found: 343
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      343       55.4%      0.58%      0.13%      3.96%       -0.29%        0.55%    -15.33%     11.37%
 14 days      343       56.3%      0.96%      0.77%      5.52%        0.18%        1.36%    -14.29%     16.23%
 30 days      343       60.3%      2.19%      2.06%      7.85%        1.22%        2.89%    -27.14%     21.67%
 90 days      340       67.1%      6.01%      5.92%     13.46%        4.48%        7.35%    -38.93%     32.32%
180 days      340       66.8%     10.59%     10.63%     20.43%        8.45%       12.81%    -33.93%     59.52%
365 days      340       71.8%     24.29%     24.72%     36.64%       20.81%       28.63%    -47.96%    133.68%


========================================================================================================================

Chart 13: COST (R² = 0.9177)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $985.96 ($990.70,+0% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.6% ($1.0K,+5% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.2% ($1.1K,+10% - $1.4K,+42%)
   +90d (3m): $1.3K,+31.0% ($1.1K,+15% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.0% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+98.1% ($1.7K,+74% - $2.2K,+126%)
   +EOY (182d): $1.5K,+50.4% ($1.3K,+32% - $1.7K,+71%)
   End-of-year outlook: 📈 Bullish Trend (+50.4%)
   Confidence: 91.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.5K (+50.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.89%
Rounded target for matching: -4%
Similar historical periods found: 327
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      327       59.6%      0.82%      0.95%      4.62%        0.45%        1.45%    -25.00%     19.60%
 14 days      327       59.9%      1.94%      1.81%      7.15%        1.03%        2.58%    -34.74%     28.63%
 30 days      327       62.1%      2.68%      2.72%      9.38%        1.70%        3.74%    -34.61%     32.62%
 90 days      327       68.2%      8.34%      6.96%     15.00%        5.32%        8.59%    -36.39%     54.25%
180 days      321       79.4%     14.39%     12.96%     21.48%       10.60%       15.32%    -43.10%     82.79%
365 days      316       78.5%     21.70%     24.56%     35.56%       20.63%       28.50%    -48.67%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.60%
Rounded target for matching: -5%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       53.4%      0.44%      0.17%      4.99%       -0.49%        0.83%    -14.18%     14.14%
 14 days      221       60.6%      1.80%      0.92%      7.27%       -0.04%        1.88%    -17.39%     25.05%
 30 days      221       66.5%      3.27%      3.39%      9.59%        2.12%        4.66%    -22.46%     31.12%
 90 days      220       79.1%     12.20%     10.49%     17.09%        8.22%       12.76%    -41.97%     55.27%
180 days      220       80.9%     17.94%     17.75%     22.23%       14.80%       20.70%    -42.11%     77.95%
365 days      220       81.4%     29.12%     29.20%     32.19%       24.92%       33.48%    -44.50%    177.02%


========================================================================================================================

Chart 14: AVGO (R² = 0.9165)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $264.74 ($256.74,-3% - $315.13,+19%)
   +30d (1m): $373.27,+41.0% ($334.84,+26% - $416.12,+57%)
   +60d (2m): $489.84,+85.0% ($435.23,+64% - $551.30,+108%)
   +90d (3m): $642.82,+142.8% ($564.27,+113% - $732.31,+177%)
   +180d (6m): $1.5K,+448.7% ($1.2K,+360% - $1.7K,+555%)
   +365d (1y): $7.8K,+2832.6% ($5.8K,+2093% - $10.4K,+3822%)
   +EOY (182d): $1.5K,+458.8% ($1.2K,+368% - $1.8K,+567%)
   End-of-year outlook: 📈 Bullish Trend (+458.8%)
   Confidence: 91.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 182 days | EOY Target: $1.5K (+458.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 15.80%
Rounded target for matching: 16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       45.3%     -0.49%      0.01%      4.05%       -0.86%        0.88%    -10.30%     11.00%
 14 days       86       44.2%     -1.22%     -0.83%      6.12%       -2.14%        0.48%    -18.35%     16.46%
 30 days       86       53.5%      0.67%      0.85%      9.04%       -1.09%        2.78%    -19.68%     22.14%
 90 days       85       74.1%     11.20%     10.16%     15.30%        6.86%       13.46%    -28.75%     39.63%
180 days       83       80.7%     21.09%     22.05%     22.67%       17.10%       27.00%    -25.60%     70.31%
365 days       79       93.7%     49.18%     53.81%     46.61%       43.37%       64.25%    -14.46%    222.87%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.11%
Rounded target for matching: 17%
Similar historical periods found: 68
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       68       63.2%      2.30%      1.74%      5.96%        0.30%        3.18%    -13.64%     28.14%
 14 days       68       57.4%      1.88%      1.38%      8.14%       -0.59%        3.35%    -24.89%     19.36%
 30 days       68       72.1%      7.08%      5.86%     11.38%        3.10%        8.61%    -27.96%     33.41%
 90 days       68       86.8%     12.77%     13.80%     14.21%       10.36%       17.24%    -19.73%     53.63%
180 days       68       85.3%     23.10%     26.03%     22.69%       20.54%       31.52%    -15.67%     82.08%
365 days       66       93.9%     33.37%     49.19%     47.66%       37.47%       60.91%    -10.39%    209.28%


========================================================================================================================

Chart 15: GS (R² = 0.9091)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $706.46 ($573.00,-19% - $768.76,+9%)
   +30d (1m): $696.73,-1.4% ($601.45,-15% - $807.11,+14%)
   +60d (2m): $731.41,+3.5% ($631.31,-11% - $847.39,+20%)
   +90d (3m): $767.82,+8.7% ($662.65,-6% - $889.68,+26%)
   +180d (6m): $888.28,+25.7% ($766.24,+8% - $1.0K,+46%)
   +365d (1y): $1.2K,+69.7% ($1.0K,+46% - $1.4K,+97%)
   +EOY (182d): $891.16,+26.1% ($768.72,+9% - $1.0K,+46%)
   End-of-year outlook: 📈 Bullish Trend (+26.1%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $891.16 (+26.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.69%
Rounded target for matching: 15%
Similar historical periods found: 95
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       95       42.1%     -0.65%      0.15%      5.26%       -0.92%        1.22%    -11.27%     21.99%
 14 days       95       44.2%     -0.89%     -0.03%      7.66%       -1.59%        1.53%    -20.07%     27.59%
 30 days       95       56.8%      0.90%      1.18%      9.94%       -0.84%        3.21%    -21.49%     26.66%
 90 days       95       58.9%      2.84%      4.78%     18.28%        1.06%        8.51%    -39.01%     89.18%
180 days       87       54.0%      4.62%     11.86%     29.11%        5.65%       18.06%    -58.18%    138.90%
365 days       81       64.2%     16.30%     16.41%     38.53%        7.89%       24.93%    -60.47%    150.34%


========================================================================================================================
GS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.09%
Rounded target for matching: 11%
Similar historical periods found: 128
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      128       57.0%      0.97%      0.48%      3.73%       -0.17%        1.13%    -14.88%     10.84%
 14 days      128       56.2%      1.08%      0.35%      5.93%       -0.68%        1.39%    -19.18%     16.47%
 30 days      128       54.7%      1.37%      1.11%      9.55%       -0.56%        2.78%    -24.13%     27.55%
 90 days      127       51.2%      0.70%      3.66%     19.80%        0.18%        7.14%    -60.10%     53.35%
180 days      126       46.0%     -2.41%      4.39%     27.56%       -0.47%        9.25%    -42.93%     99.95%
365 days      119       58.0%     10.11%     10.60%     36.97%        3.89%       17.31%    -65.56%     83.55%


========================================================================================================================

========================================================================================================================
🟢 TOP 4 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    LLY              25.5%  0.925721     50.1%   $775.90            34.2%  1008d
2    XOM              16.7%  0.704701     20.4%   $109.24            20.1%  1008d
3    COST             12.6%  0.917707     46.1%   $985.96            14.4%  504 d
4    ISRG             11.4%  0.853496     44.9%   $537.99            12.8%  504 d

📊 DISPLAYING ALL 4 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 25.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $775.90 ($801.84,+3% - $1.4K,+74%)
   +30d (1m): $1.1K,+40.9% ($841.54,+8% - $1.4K,+83%)
   +60d (2m): $1.1K,+47.8% ($883.20,+14% - $1.5K,+92%)
   +90d (3m): $1.2K,+55.2% ($926.92,+19% - $1.6K,+102%)
   +180d (6m): $1.4K,+79.4% ($1.1K,+38% - $1.8K,+133%)
   +365d (1y): $1.9K,+141.7% ($1.4K,+86% - $2.4K,+214%)
   +EOY (182d): $1.4K,+80.0% ($1.1K,+39% - $1.8K,+134%)
   End-of-year outlook: 📈 Bullish Trend (+80.0%)
   Confidence: 92.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.4K (+80.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.44%
Rounded target for matching: 2%
Similar historical periods found: 667
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      667       52.8%      0.25%      0.31%      3.95%        0.01%        0.61%    -14.95%     13.77%
 14 days      667       56.8%      0.66%      0.82%      5.84%        0.38%        1.26%    -22.01%     27.64%
 30 days      667       61.5%      1.97%      1.99%      8.54%        1.34%        2.64%    -33.60%     34.52%
 90 days      663       64.0%      5.47%      5.06%     14.03%        3.99%        6.13%    -37.53%     54.86%
180 days      661       69.4%      9.56%     12.21%     23.18%       10.44%       13.98%    -38.08%     89.19%
365 days      652       73.9%     20.30%     26.41%     39.80%       23.35%       29.47%    -48.23%    177.61%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.95%
Rounded target for matching: -11%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       54.0%      0.71%      1.05%      4.95%        0.33%        1.76%    -12.01%     19.38%
 14 days      187       56.7%      0.98%      1.57%      6.50%        0.64%        2.51%    -22.39%     19.92%
 30 days      187       56.1%      1.02%      1.65%      9.38%        0.30%        3.00%    -24.27%     37.73%
 90 days      186       71.5%      5.06%      6.03%     13.60%        4.06%        7.99%    -22.96%     69.19%
180 days      181       62.4%      7.62%     11.16%     23.34%        7.73%       14.58%    -35.07%     92.03%
365 days      181       65.7%     15.02%     20.65%     41.28%       14.59%       26.70%    -31.83%    203.90%


========================================================================================================================

Chart 2: XOM (Undervalued by 16.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $109.24 ($99.82,-9% - $172.33,+58%)
   +30d (1m): $134.09,+22.8% ($102.05,-7% - $176.19,+61%)
   +60d (2m): $137.09,+25.5% ($104.33,-4% - $180.14,+65%)
   +90d (3m): $140.16,+28.3% ($106.65,-2% - $184.18,+69%)
   +180d (6m): $149.77,+37.1% ($113.95,+4% - $196.85,+80%)
   +365d (1y): $171.65,+57.1% ($130.54,+19% - $225.71,+107%)
   +EOY (182d): $149.99,+37.3% ($114.12,+4% - $197.14,+80%)
   End-of-year outlook: 📈 Bullish Trend (+37.3%)
   Confidence: 70.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 26 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 182 days | EOY Target: $149.99 (+37.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.97%
Rounded target for matching: 1%
Similar historical periods found: 1188
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1188       54.6%      0.39%      0.25%      3.14%        0.07%        0.43%    -20.64%     13.28%
 14 days     1188       55.4%      0.56%      0.45%      4.42%        0.20%        0.70%    -31.98%     16.80%
 30 days     1188       57.5%      0.96%      0.99%      6.17%        0.64%        1.34%    -24.48%     28.40%
 90 days     1184       64.5%      3.11%      3.32%     10.27%        2.74%        3.91%    -54.65%     38.08%
180 days     1182       68.3%      7.65%      7.44%     16.61%        6.50%        8.39%    -57.06%     72.86%
365 days     1166       74.6%     16.24%     19.20%     26.42%       17.68%       20.71%    -53.83%    127.63%


========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.57%
Rounded target for matching: -2%
Similar historical periods found: 530
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      530       54.9%      0.33%      0.28%      3.21%        0.00%        0.55%    -14.90%     13.70%
 14 days      530       55.3%      0.56%      0.42%      4.73%        0.01%        0.82%    -19.34%     17.84%
 30 days      530       61.9%      1.72%      1.64%      6.17%        1.11%        2.17%    -18.05%     27.24%
 90 days      526       70.9%      4.17%      4.68%      9.89%        3.83%        5.52%    -51.59%     45.96%
180 days      523       68.1%      7.01%      7.04%     17.07%        5.58%        8.51%    -57.06%     58.36%
365 days      520       75.2%     14.91%     16.16%     25.73%       13.94%       18.38%    -49.79%    159.86%


========================================================================================================================

Chart 3: COST (Undervalued by 12.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $985.96 ($990.70,+0% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.6% ($1.0K,+5% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.2% ($1.1K,+10% - $1.4K,+42%)
   +90d (3m): $1.3K,+31.0% ($1.1K,+15% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.0% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+98.1% ($1.7K,+74% - $2.2K,+126%)
   +EOY (182d): $1.5K,+50.4% ($1.3K,+32% - $1.7K,+71%)
   End-of-year outlook: 📈 Bullish Trend (+50.4%)
   Confidence: 91.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.5K (+50.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.89%
Rounded target for matching: -4%
Similar historical periods found: 327
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      327       59.6%      0.82%      0.95%      4.62%        0.45%        1.45%    -25.00%     19.60%
 14 days      327       59.9%      1.94%      1.81%      7.15%        1.03%        2.58%    -34.74%     28.63%
 30 days      327       62.1%      2.68%      2.72%      9.38%        1.70%        3.74%    -34.61%     32.62%
 90 days      327       68.2%      8.34%      6.96%     15.00%        5.32%        8.59%    -36.39%     54.25%
180 days      321       79.4%     14.39%     12.96%     21.48%       10.60%       15.32%    -43.10%     82.79%
365 days      316       78.5%     21.70%     24.56%     35.56%       20.63%       28.50%    -48.67%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.60%
Rounded target for matching: -5%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       53.4%      0.44%      0.17%      4.99%       -0.49%        0.83%    -14.18%     14.14%
 14 days      221       60.6%      1.80%      0.92%      7.27%       -0.04%        1.88%    -17.39%     25.05%
 30 days      221       66.5%      3.27%      3.39%      9.59%        2.12%        4.66%    -22.46%     31.12%
 90 days      220       79.1%     12.20%     10.49%     17.09%        8.22%       12.76%    -41.97%     55.27%
180 days      220       80.9%     17.94%     17.75%     22.23%       14.80%       20.70%    -42.11%     77.95%
365 days      220       81.4%     29.12%     29.20%     32.19%       24.92%       33.48%    -44.50%    177.02%


========================================================================================================================

Chart 4: ISRG (Undervalued by 11.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $537.99 ($509.54,-5% - $722.94,+34%)
   +30d (1m): $634.32,+17.9% ($532.46,-1% - $755.66,+40%)
   +60d (2m): $662.94,+23.2% ($556.41,+3% - $789.88,+47%)
   +90d (3m): $692.86,+28.8% ($581.42,+8% - $825.65,+53%)
   +180d (6m): $790.94,+47.0% ($663.36,+23% - $943.06,+75%)
   +365d (1y): $1.0K,+93.0% ($869.49,+62% - $1.2K,+130%)
   +EOY (182d): $793.27,+47.5% ($665.30,+24% - $945.85,+76%)
   End-of-year outlook: 📈 Bullish Trend (+47.5%)
   Confidence: 85.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 182 days | EOY Target: $793.27 (+47.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.54%
Rounded target for matching: -5%
Similar historical periods found: 157
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      157       54.1%      0.59%      1.74%      7.52%        0.55%        2.93%    -24.04%     33.65%
 14 days      157       58.0%      1.08%      2.28%      9.97%        0.71%        3.86%    -32.03%     36.79%
 30 days      157       66.2%      3.07%      5.06%     13.84%        2.88%        7.24%    -21.74%     71.55%
 90 days      157       69.4%     12.53%     13.22%     24.26%        9.39%       17.04%    -45.64%     85.44%
180 days      157       72.6%     25.08%     29.40%     52.98%       21.05%       37.76%    -68.91%    207.54%
365 days      155       77.4%     43.11%     62.01%     75.88%       49.97%       74.05%    -29.65%    445.35%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.31%
Rounded target for matching: -11%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       48.4%     -0.08%      1.84%     13.47%       -1.58%        5.26%    -21.00%     67.44%
 14 days       62       50.0%     -0.40%      0.89%     17.66%       -3.60%        5.37%    -30.21%     86.67%
 30 days       62       53.2%      2.27%      1.11%     24.38%       -5.08%        7.30%    -48.56%    114.26%
 90 days       61       59.0%      5.76%      4.83%     26.32%       -1.91%       11.57%    -59.81%     61.86%
180 days       61       67.2%     10.47%     15.13%     38.38%        5.30%       24.96%    -67.37%    185.29%
365 days       61       78.7%     38.91%     55.45%     75.58%       36.09%       74.81%    -28.69%    454.59%


========================================================================================================================

========================================================================================================================
🔴 TOP 3 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    UNH              26.3%  0.754634    -94.3%   $326.14            20.8%  63  d
2    NFLX             10.5%  0.946609     77.3%   $1.3K               9.5%  504 d
3    TMO              10.4%  0.860161    -58.3%   $421.47             9.4%  126 d

📊 DISPLAYING ALL 3 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: UNH (Overvalued by 26.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $326.14 ($202.47,-38% - $329.54,+1%)
   +30d (1m): $183.50,-43.7% ($141.73,-57% - $237.58,-27%)
   +60d (2m): $130.35,-60.0% ($98.42,-70% - $172.64,-47%)
   +90d (3m): $92.60,-71.6% ($67.93,-79% - $126.23,-61%)
   +180d (6m): $33.20,-89.8% ($21.82,-93% - $50.50,-85%)
   +365d (1y): $4.03,-98.8% ($2.02,-99% - $8.04,-98%)
   +EOY (182d): $32.45,-90.1% ($21.27,-93% - $49.50,-85%)
   End-of-year outlook: 📉 Bearish Trend (-90.1%)
   Confidence: 75.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $32.45 (-90.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.52%
Rounded target for matching: 13%
Similar historical periods found: 185
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      185       54.1%      0.22%      0.60%      5.59%       -0.21%        1.41%    -11.28%     16.67%
 14 days      185       58.4%      1.65%      2.19%      8.77%        0.92%        3.47%    -20.27%     30.56%
 30 days      185       65.4%      3.52%      4.53%     15.25%        2.32%        6.74%    -39.84%     69.44%
 90 days      184       71.2%      9.17%     10.81%     25.36%        7.12%       14.49%    -51.81%    105.71%
180 days      183       75.4%     15.12%     21.24%     39.99%       15.41%       27.07%    -45.35%    180.56%
365 days      178       82.6%     40.44%     50.11%     71.55%       39.52%       60.69%    -61.79%    359.42%


========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -34.35%
Rounded target for matching: -34%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       44.4%      0.00%     -0.06%      8.34%       -3.36%        3.24%    -22.88%     19.60%
 14 days       27       51.9%      1.25%      0.15%     10.31%       -3.92%        4.23%    -23.73%     15.81%
 30 days       27       55.6%      1.29%      2.32%      9.94%       -1.61%        6.25%    -20.41%     21.95%
 90 days       27       37.0%     -7.46%     -8.80%     21.98%      -17.50%       -0.11%    -50.00%     30.40%
180 days       27       37.0%    -12.19%     -0.46%     32.50%      -13.32%       12.39%    -38.81%     94.68%
365 days       27       40.7%    -11.90%      2.75%     45.58%      -15.28%       20.78%    -61.25%    153.93%


========================================================================================================================

Chart 2: NFLX (Overvalued by 10.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($1.0K,-22% - $1.4K,+6%)
   +30d (1m): $1.3K,-3.1% ($1.1K,-17% - $1.5K,+13%)
   +60d (2m): $1.3K,+3.7% ($1.1K,-11% - $1.6K,+21%)
   +90d (3m): $1.4K,+11.1% ($1.2K,-5% - $1.7K,+30%)
   +180d (6m): $1.8K,+36.3% ($1.5K,+17% - $2.1K,+59%)
   +365d (1y): $2.7K,+107.5% ($2.3K,+77% - $3.1K,+143%)
   +EOY (182d): $1.8K,+36.9% ($1.5K,+17% - $2.1K,+60%)
   End-of-year outlook: 📈 Bullish Trend (+36.9%)
   Confidence: 94.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈26%)
   📅 Days until EOY 2025: 182 days | EOY Target: $1.8K (+36.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.57%
Rounded target for matching: 9%
Similar historical periods found: 145
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      145       64.1%      1.87%      1.83%      6.81%        0.71%        2.95%    -18.15%     26.06%
 14 days      145       64.8%      3.23%      2.63%     10.17%        0.97%        4.30%    -43.19%     30.44%
 30 days      145       64.1%      5.93%      6.02%     14.61%        3.62%        8.41%    -34.90%     43.61%
 90 days      145       73.8%     18.10%     17.43%     32.86%       12.04%       22.82%    -77.08%    103.48%
180 days      142       71.1%     29.83%     37.67%     62.04%       27.37%       47.96%    -73.29%    253.61%
365 days      135       66.7%     49.15%     59.64%    107.32%       41.38%       77.91%    -76.04%    447.62%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.26%
Rounded target for matching: 26%
Similar historical periods found: 65
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       65       55.4%      1.88%      2.10%      7.44%        0.25%        3.94%    -12.88%     29.50%
 14 days       65       63.1%      4.29%      4.21%     11.49%        1.36%        7.05%    -17.17%     40.48%
 30 days       65       66.2%      6.84%      6.24%     15.30%        2.45%       10.04%    -28.84%     47.78%
 90 days       61       72.1%     15.36%     19.49%     34.33%       10.70%       28.29%    -53.16%     95.70%
180 days       59       64.4%     24.66%     37.97%     78.94%       17.40%       58.54%    -72.02%    326.85%
365 days       57       70.2%     60.59%     82.33%    116.29%       51.47%      113.19%    -77.46%    367.14%


========================================================================================================================

Chart 3: TMO (Overvalued by 10.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: $421.47 ($344.58,-18% - $422.92,+0%)
   +30d (1m): $343.95,-18.4% ($310.04,-26% - $381.58,-9%)
   +60d (2m): $309.90,-26.5% ($278.82,-34% - $344.45,-18%)
   +90d (3m): $279.22,-33.7% ($250.63,-41% - $311.08,-26%)
   +180d (6m): $204.24,-51.5% ($181.57,-57% - $229.74,-45%)
   +365d (1y): $107.39,-74.5% ($92.77,-78% - $124.31,-71%)
   +EOY (182d): $202.82,-51.9% ($180.26,-57% - $228.20,-46%)
   End-of-year outlook: 📉 Bearish Trend (-51.9%)
   Confidence: 86.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 182 days | EOY Target: $202.82 (-51.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.39%
Rounded target for matching: 2%
Similar historical periods found: 489
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      489       55.4%      0.61%      0.76%      4.47%        0.37%        1.16%    -21.64%     22.52%
 14 days      489       57.3%      0.96%      0.95%      6.55%        0.37%        1.53%    -23.21%     26.92%
 30 days      489       57.9%      1.38%      1.41%     10.03%        0.52%        2.30%    -54.08%     66.27%
 90 days      489       65.0%      5.43%      4.15%     17.75%        2.57%        5.72%    -60.78%     60.27%
180 days      487       70.4%     10.33%     10.51%     24.05%        8.37%       12.65%    -61.09%     68.12%
365 days      473       82.9%     29.12%     29.21%     37.18%       25.85%       32.57%    -66.62%    117.65%


========================================================================================================================
TMO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -21.49%
Rounded target for matching: -21%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       60       56.7%      1.36%      2.01%      7.60%        0.04%        3.97%     -9.97%     30.95%
 14 days       60       53.3%      0.32%      2.51%      9.95%       -0.06%        5.08%    -12.94%     26.47%
 30 days       60       50.0%      0.28%     -0.32%     14.20%       -3.98%        3.35%    -27.78%     26.21%
 90 days       60       60.0%      4.38%      4.98%     19.98%       -0.18%       10.14%    -44.84%     53.52%
180 days       60       60.0%      6.15%      6.64%     26.46%       -0.20%       13.47%    -55.95%     53.04%
365 days       60       61.7%     19.46%     18.35%     43.07%        7.22%       29.47%    -57.98%     86.21%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 62
Average R-squared: 0.8189
Best R-squared: 0.965524
Average annual growth: 113.8%

Valuation breakdown:
  🟡 FAIR_VALUE: 46 (74.2%) - Hold/Monitor
  🟢 UNDERVALUED: 4 (6.5%) - Buy Opportunities
  🔴 OVERVALUED: 3 (4.8%) - Sell Warnings

Optimal window distribution:
  21 days (~1m): 3 instruments (4.8%)
  42 days (~2m): 5 instruments (8.1%)
  63 days (~3m): 13 instruments (21.0%)
  84 days (~4m): 2 instruments (3.2%)
  126 days (~6m): 2 instruments (3.2%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 4
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 6 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    SYRUP-USD        27.0%  0.929696 253410.1%     53.4  $0.504008      
4    FTN-USD          12.8%  0.988605    134.6%     47.2  $4.43          
5    BTC-USD          12.7%  0.935955    103.3%     45.1  $105.7K        
6    LEO-USD          13.7%  0.889095     74.1%     43.8  $8.92          

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    KC=F             25.7%  0.923664     69.2%     52.4  $298.85        
2    CC=F             28.3%  0.880229     85.8%     52.2  $9.0K          

🟢 TOP 1 INDICES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%     41.0  3.2K           

🟢 TOP 3 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    LLY              25.5%  0.925721     50.1%     52.3  $775.90        
2    COST             12.6%  0.917707     46.1%     44.2  $985.96        
3    ISRG             11.4%  0.853496     44.9%     41.0  $537.99        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 216
Average trend reliability (R²): 0.7725
Best trend reliability: 0.988605

Asset distribution:
  Crypto: 95 instruments (44.0%) - Avg Growth: 343318.0%
  Stock: 62 instruments (28.7%) - Avg Growth: 113.8%
  Futures: 29 instruments (13.4%) - Avg Growth: 32.0%
  Indices: 22 instruments (10.2%) - Avg Growth: 42.6%
  Currency: 8 instruments (3.7%) - Avg Growth: 0.5%

Overall valuation summary:
  🟡 Fair Value: 119 (55.1%) - Hold/Monitor
  🟢 Undervalued: 21 (9.7%) - Buy Opportunities
  🔴 Overvalued: 15 (6.9%) - Sell Warnings

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 216 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
================================================================================